diff --git a/Cospectra/Cospectra.ipynb b/Cospectra/Cospectra.ipynb new file mode 100644 index 0000000..42b50ed --- /dev/null +++ b/Cospectra/Cospectra.ipynb @@ -0,0 +1,228 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Cospectra of light curves" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The cospectrum is the real part of the cross spectrum \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Reference:\n", + "##### 1)On the Statistical Properties of Cospectra - https://iopscience.iop.org/article/10.3847/1538-4365/aabe38\n", + "\n", + "##### 2) https://github.com/dhuppenkothen/cospectra-paper " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from stingray import Lightcurve, Crossspectrum\n", + "import matplotlib.pyplot as plt\n", + "np.random.seed(42)\n", + "time = np.linspace(0, 10, 1000)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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EBUHEjAtXKIIoRpJ8v+TDIDXJwiwMheoKxT8rcllXihcibKDmQhCOqKpiaQA//dRuO/4hSBYiglAzcSIwblz6fZIHxvlgsTAdgM+dC1x1FfDrr+7r4AoXLqVJFxZ8eydhkTy++Qa44grgp5/irkm8ULpZgnDE3/8OPPAAcMMNwR9sYYVF0h+MBBGGE05grwcfDGy7bbKFRZQL5KVSub3X99iDvTY25kc8RqFO0JCwSDb77AOsWsWE+JQpcdcmPqi5EFoKtYOOgtmzg23n0hWKhAWRz5i2319+Ya9JFhZR3otx9csffxzPfm0pVFco/rhIWCSPVavY64wZ8dYjbqi5EETM2Jjw82FlWCIe6usLeyJA5l+eTzEWYQeCxZb1KAyFen7islgkXXAljUJtf6aQsCAIRwTtfE0tFh9/DLRrB1x7rfs6EPlNdTWwxRbAccfFXZNw6Nqv7N7gB1pJe5iLs7wuhUWSBVUSKFSLBd/ec2lFIIuFHUnri3INNReCcIQLYaHrkC68EKitZUGUBMEzaRKwcmVh55uXzdbynyVtsO3aYsGTtGNNGhS87RYSFnaQsCAIwglRC4va2ujqQOQ3GzfGXQM3hLFYJG2wTRaL+ChUYUExFvkBCQuC4PjmG+Cuu9Lvi/0GyQWmrlB1df5lJf3BSESDKCwaG4F772Xuc999B9x5J7BhQ7CyJ00Cbr8duOeeeIOl/SwWSQvkdh0TwZfn9dNJTv8aJ0l0hXryyfBBvXG1cRIWdhT7uCnW5jJjxgwcccQRqKysRElJCSZNmtT0XV1dHS677DLssssuaNeuHSorK3HyySdj6dKlGWWsXr0aQ4cORVlZGSoqKnDGGWdg3bp1OT6SwmH77YFzz427FvlJEiwWRHEiCosnngDOOgvo1QvYeWfgvPPYGiu2/PQTcMwxzA3v7LOB++93U18VphYLWfB2MQmLXXZh/fTVV4cvt1BwsY5FVCxYAJx0EnDAAeHKictCR8LCjqS1v1wTa3NZv349evXqhbFjx2Z9t2HDBsybNw+jRo3CvHnz8Oyzz2LhwoU48sgjM343dOhQfPrpp5g6dSomT56MGTNmYPjw4bk6hIKj2G+IMAQVFqYBqCYWC6I4EYXFvHnp/9evZ6+vv25f7urVme+DplR2gUw45IvForExmtnwINe0GEiaxWLRIjflkLDID4p9HBXrAnmDBg3CoEGDpN+Vl5dj6tSpGZ/ddddd2GuvvbB48WJstdVW+PzzzzFlyhR88MEH2OO3FXzuvPNOHHroobj55ptRWVkZ+TEQhEfQhxL/gAjrCkUUJ6KwkD3Y8sFNTldHWUacJMdY8MfS0BDN+c+HaxoHxRBjkcvBKwkLO4pdWORVc6mqqkJJSQkqKioAADNnzkRFRUWTqACA/v37o7S0FLNmzVKWU1NTg+rq6ow/IjjjxgFbbw18+WXcNQnHI48AW20F/O1vwY7HhbCg4G3gjTeAbt2Al16Kuyb5g0nwtqptXHghsNNOacuGyTZx4Be8XegWC9n2Sbo+cePCFSqq8+lqoJkki8WMGcCWWwLPP5+7euQLrq73Bx+wZ+FTT7kpL1fkjbDYuHEjLrvsMpx00kkoKysDACxfvhydOnXK+F3z5s3RoUMHLF++XFnWmDFjUF5e3vTXrVu3SOte6Pztb8D33wPnnBN3TcJxyinAkiVMKH3/PTBihN32LlyhyGIBHHQQ8MMPwOGHx12T/MFEWKhmHW+/HfjsMxaXIZKkgavMZTDJMRb8+SZhET2mll8dST+fca3bIus7BgwAfvwROPro3NWj2Dj2WPYsHDIk7prYkRfCoq6uDieccAJSqRTuueee0OWNHDkSVVVVTX9LlixxUMvCxKbzKrRVoXN1PGSxIMISRlh4JMF8bxq87f2fLxYLF65QJCz0kMUiOmR9R01N7vZfrORrwpbECwtPVHz//feYOnVqk7UCALp06YKVK1dm/L6+vh6rV69Gly5dlGW2atUKZWVlGX9EeFx2yqkUM7F+8427MqMmalco3mKh8vSjgYaexYuBZ55h5/y114BPP427Rm4wecj7tQ3Z4CFJ7Uk2qMqXGAsXdcvXuJlc4cJiERWuhAXFWOQ/U6cCn3xi9ttmzaKtS1TEGrzthycqvvrqK7zxxhvo2LFjxvd9+vTBmjVrMHfuXOy+++4AgNdffx2NjY3Ye++946hyUeOy85kyJW1ijWsm1fahncvg7X32YbMZLVoE22ex8rvfsddLLgH+/W/2fxJm6sPiIng7rocYX1fT4O18sFiIrlBhIWGhJ6jFwrT9JYEkWSwIez7/nLmQAWZtNOntUUWswmLdunX4+uuvm94vWrQI8+fPR4cOHdC1a1ccd9xxmDdvHiZPnoyGhoamuIkOHTqgZcuW6NmzJwYOHIhhw4Zh3LhxqKurw4gRIzBkyBDKCBUDLm+CmTPdlRWUXAmLoOlm6+uZsMinB2NSuP32uGvglqDB23zbiUtYmA6QZAI8yTEWrl2hZOeJ7vc0QWfzc7GadSG6QhH2fPaZ3e/z9bzHKizmzJmDAw88sOn9RRddBAA45ZRTcPXVV+OFF14AAOy2224Z273xxhvo27cvAODxxx/HiBEj0K9fP5SWlmLw4MG44447clL/YsCmQ3TZKSfhgRmHxcImxsLbXyHMuOeaQjtnQYUFH0cke4jlYvAiW1Hb73f5YLHgcRG8XWht1jX8+bFpt/kqLMgVqvDJ1/Meq7Do27cvUpq7Q/edR4cOHTBhwgSX1SoK3nkHuOAC4K67mFuNC6ZOBZ5+GjjuuPBlJUFY2BK1K5R4O8gy4ySZK69k6fNeegloHrMTZqEN0oIGb/OxGTKLRS7aluk+8i3GQhzoRiEs8rGfFFm2jK3uftZZwGmn2W27aBFw4onA3/8e3BUqSmGRSgHHHw+8956b8uKKI8nXAW7SsH3u5Ot5z9NqE2H505+AuXPZq0uOP95NOUm4oXL10A46CyUTFkkeaNxwAwuYpvUp3JPPwsLUYiGz7CXZYsHfyy5coQpVWFx2GUtGcfrp9tv+7W9ssmLIkGQKi08/Zckili1zU15cFotCaGdJwLY/zdfznoDhGxEnSU0Rm483VNQWC5F8s1h4mAyCo6YYLRay9skLC9k5ySeLRZKFRT5bLKJuA1VVbrYN2o9GeXyytYfC9D0UY5HfkMWCIJDbAVhdHVt1eePGZAiLpMVYiOSbxcIjCULItA6ffQZ89VW0dXEBLyxUbUjWNvi4HdkkQ1ItFqrg7dpa4PXXk5Fj37XbSlzCIurJJ5M+b+lSYM6c7M/5gVcSLRaqhAk//ig/Hj+SZLGIou1VVQFvvZWMZ0QU2F6zfE03S8KCSAwXX8xWXT7ttGQo9XwUFvlAvlgL1q4FdtoJ2GGH5M2GiwQVFvwAPC5h4TLG4vzzgX79gOHD3dUvKIXiChW1sDC5/ltsAey5Z/a6M6qUvkmxWMiuT2MjsOWW7Hi++MKuvEK3WPzpT0DfvsD99+dmf7mGLBYEkWO8ZF5PPpkfM++uCPqwkM3a5sN5yxdh8Vt2awByl4YkIQ6qZOfYL8Yi6RYLE1eocePY/4884q5+QQmapUhFXOlmoxbVNv2BuDAof/z5ZLHwsLVaFHrwtrdwXKHm46EYC4KIkSQo9XyxWOTLQN0jXywsrldOjhKTQZWfK5RsAJlri4WuLcsGVRRjEa5MD11/mwSLhYd4vEl3hZLB1802O16xpJst1IVfyWJBFByNjczN6OabzbdJpZif+WGHAbNnR1c3kSQodZs6vPQSMGNGsP2YzELJOiTbGIunnwaOOgpYs8a6ik5x8UBcsgQ4/HBg2rTc1Cdpg1YRk9nxpLpCmVrsZL9L2gJ5r77K2uWPP+bGFcoVcQoLm+MS6+naFSoXFgu+nYYRFrmc7Hj1VeCII1h2q2+/ZeOBKNtjMQmL995j5/PLL7O/y1dhEXM2eSKXvPEGMH68/XaDBgGLFwMvv5y7WZIk3FA2D5nDDw++H5NZKNnD3TbGwksFfO21wK23mtfPNS7a0BlnsHVTXnopfHmNjf5BckkYtJqiOh9JdYUyHRD6WSySYFUaOJC9nnUW0LJl+vN8tlhEfY5dCQsXFotcPN9+/TX9f75YLNavByZPBs49F/jhh2yXNNfEvc5RVMiu2R//yF6//x5YsCDzuySMg4KQp9UmgrBuXbDtFi92Ww8TkmCxyBUmDzYXwsJj5Uq737vGxQPxhx/Cl+GhEg18G0y6sAhqsUhaVijdeZYNqsRtkzIg+eGHwnSFisJ6EcYVSuWuGNRi4XqwLrs+69en/7dtr3HFWHgsW+a271VRTBYLj0WLsj8jYUEkHtVD6LPP3HeoS5b4u9ykUsDnn8sDY5MgLHJVB5OHhUthIbvWDQ3RtAPT/dvCd7gbNgDffBO8LJPz53pA9fPPbh/Q4mxtPgVvmw6WxJnzL77IzIYVt7D4+ef0/+I1cCFMk2CxiEJgF5vFghcWtvdXLi0WNpZP1yRJWHz1FeurZYscplIsU5npddRdM9M+Ox/I02oTLtlpJ7VrTJDOa9kyYKutgE031f/usceAHXcEjjkm+7t8vaGCYPKw0C205GIWa9gw1g5uuy3Y9ja4GKzyA6qddgK22y5YXnhdfaIcUG22GdCtW7jFwXiiirHIhaXG1NWG/+7JJ4GePYGTT84sJ84ByWabpf8XM3ORxUKNzTNGF7wdVCDk2mKxYUP6f95iaEIuXf9U934uns1JsTy++SZLN96tG1BZmSkKAeD664GddwYuvNCsPN01I2FBFBzXXuuuLNMgb28Q+9JL2d+p0gjmkjgsFmFdoUzOlew3Dz3EXq+5xn/7sLi2WHz3HXt99tlgZakeoFEFBvMuiVG4FeTbAnlBLBaydJSNjckZkEQhLKJMN5svrlCmFot8cYWyTWNdLMIiKRaLhx/OfL90aeb70aPZq5cq3waxrZGwIAoOPtCQJ8iDy3QbXeeRhFSf+egKFfZc5WKG2sXDW3ZtgnbCubZYrFiR/r9NGzdlFltWKNX3cQkLsd6isCBXKDV+/QF/bsV6qp4TSbFYyMoLIyxy6baluheLyWIhnuOwK2Hr+um4FsCMAhIWBc6NNwK33ML+1zVSlbAI0nnx+zn3XPXDSLVPsQxx+6lTmetO0GD0pGHysNC5QgX1LZYRlbBwvViY7OEWtNNXHTP/ucuZWn7hPVcDd9t1LJYsYamnP/gg/VnSLRZ+dYnTFUpsQ42N2ceVC1eo554DzjnHfsAatcXi++9Ze/MWQOPx67P4fUaxjoXrvolHVt7pp6f/D2OxWLOGPQdffz1Q1az2xROHxaKxEbjgAuCJJ6LfN4/YjjzBc9VVwN1325ene9YXksUiIbqQiIKffgIuv5z9/7e/6X/bqpW7/fKd/113AXvumekL7aEbBPA3lNjBDRjAXjffHPjnP4PX049czRaYzNi6dIUyrYtLXIofoHAsFq7KNRkc8efnxBOBmTMzv0+6sDCxWLjsx2yQCYtcrGMhlnnssex1t93YoNOUqC0WgwcDc+cyFzbeSgb49wf8PqNexyIXFgs+CDhMjMXo0Uxc3H9/NNaLJAmLSZOA//yH/X/SSdHv30Nmsfj88+Cu47rnYCEJizytNmECP6OfSgWzWPhh8rAT/RI9dOZOE1eoqNPgJj3GQrZImMkDVfcQikpYuE6TKOtwXQuLqGIseItFFMLCJJvLxx9nf590Vyi/usQZY+EnLKKyWKiQZbDREbXFwrNUyAbSJpYoj6hX3nY9QPc7trAWiyjJtbDgz714H9u2Z1fI2kOY824rLMgVikgMqRSwapXdbEjQmT6TgEJV52oaY/HTT/Iywvo7+hHmpnb9YAtisfj5Z/uBYVQDySRbLH7+2T8jUi4tFqtW2ZfJn9NffpH/xq89hxEWGzcCa9ea/fann9T7SHKMxapVmee5ro4NMmprs8+5TFiERXbfrF6d/ry6Ov257b0QtbDQtT2/c8Pvs7SUHbO3TdLXsfArL0yMhWvEfifXwoLfn8wVygXe2EjHL7+kr4ts8B/mWWAbY0EWCyIxXHABcxN66qn0Z34zZkFjLEweNKpOQWcl4W+o7t3lK1snJcBLhk1HaDJja5tuds4clv7y6KPV2+US1w9vlzEWO+4I7LVX9udxxFg8+ii7d6+4wq5M/pzusIPcmueXaS2MsNhyS6CsLDsdo8httwGdOgHjxqU/cxm8HVWMxTPPsOtywQXpz/bai6XUbtuWpaPkyZUr1Pvvs1Xoq6qA8vL057b7itoVSle+jSvUZ58BHTsCgwZll1tsFguX3Hcfa9+8i0+uhQU/ESrex66O+5JL2HGqMgguWQJ06AAceCB7L7YHMXbKFluLRdSTp1FBwqIA8VKfXXVV+jO/m8E0kFpEdsOLv1d1CqYWCwB45ZXs3yTZYmHTEUZhsfDawIsvqrfLJa5doVxaLADgww+zP4vKYsHP7IvlnnMOe7WNHRLLmTQp+zdRWiy8xeEWLND/7qKL2Csf8+UqeLumJrrJhksvZa98Wsn589mrrG2kUrlJNwuwVNF8ED5gdi/osi3xRG2xsBEW99/PXl97jb0mfR0Lv/LCxFi4ZPhw9sqPGVTP9qiEBR97I97HriZ2vEQ2Xj8k8uST7PXdd9mrzKoQpo1QjAVRUPjdDEFjLEyERRBXKBMKxWIRhbDIRdpYG1y7Qsk6XNf+qFHFWPALZInlBhXLJu3N7yElO0ZbERhkAODKYlFXlxyfZJmwEL8PUqYKsd2YnAfRxUiFC4EdRljw9WzdWl2ui3UscpEViicpFgvTfaVSubFYiO3Z9XUREwh4iC6Nri0Wtm0tKf2ZLSQsigS/RqyLsdA17jCuUDphcdll/uUGHYTdcgvw/PP+vyspSWfWWrgw87uvvmKfr1wp3zaoxSJIVqh//zt7e931jttiEZWw8Hvg2e43KovFr7+qy3UdgM7jwmIh2w9/Xr0yfvkFGDmSua7wyCYwXMVYAPYDNVNs246fK5RY3vjxwAMPBK+D2BeatCNdUDSPC4uFrj42wdvic6rYXKFykUzBQ3W/6Z67tbUsW9U55zB3x6oq4B//kCeLkG3rIV4H14LKVFiI3H9/ejHZINi20Xy1WCR4zpdwSVQxFlFZLEwyLwQRFrNmARdfzP73O7aSEuD881nu7Ftvzez49tuPiYoPPwRefTV726AxFrbrWMycyQYl4va5fACZ4DqQVdaW/dqD7X5zISzEOuXKYhE0xsLPquF9P2IESy16442Z33fsmJ3hxVVWKCA6YWGLX1aoxsb09Vi/nq3xALC0rBUV8jJ1/ZUuDasKXRpXniS5QonCotiCt+O2WAD6tnL33cB116XfT54MvPQSMGaMnVtYUoSFWA+Vi6qpZaFYhEWeVpuwJemuUEE6jiCDMD5w1gRvpkV8AHiWiunT5dvlymIhpvItFotFkBgL2zYWVfB2FK5QJsfmwmIh24/sPL33HnsVr3XHjvp9JNViYYtfVij+PS80VQMeIFpXKF27izt4m68nLywaGorPYpF0YSFa9t94w3x/fNs3sZSGQRXbwk9oplLm+zV1y7adYCNhQTihrs6+czPZJpeuUEGCt3UPVBXewzCVknfQjY3Z9bO5UUtKWAYJHapjy1WMhXjcSbVYJEFYhEm9a/NAr6/X/961K5RpQKHfwCuoK5TsPKmscLyw+PXX7HMV1mLBDxjijDPyc4UK0rZsLBYmwiKMK5SqzzWtH09QV6gNG8IFb9fXZ/vM59pi4ZdFTcRVm25oMMuyJkN3LcXvTCZKvLbE37smExphUE0U8RaL2lrz9mAqLGzbmp+VOanEKixmzJiBI444ApWVlSgpKcEkIZXJs88+iwEDBqBjx44oKSnBfC8NB8fGjRtxzjnnoGPHjthkk00wePBgrOATxecRq1ezB+9xx5lv88svbJvBg/W/8ws60rlChc0KZWKxMBUW/M3l3cxDhrBUl3y8QyoF7L47S71pOjMnUlLCUmMGwbUrlKwjfO217FVIk2qxyEXwtt+1DWOxMN22vh7YeWegTx/1cUYhLEzwa5MuXKG8Mvjf9e2b/r9du/T/O+wAbL213jXMb98i/GDXpfUiSIyFaIlRCQu+79NZxlxbLExdoWT3wRlnAJ07Z67JosNV8DY/gFu3LvjK2/X1wE47AfvsE6/F4sEHgZdfdleeaRk778z+gtxvNsLCpD/r25elq66qSn8WtSuUCl5Y1NS4FxZhXKGSNlmoI1ZhsX79evTq1Qtjx45Vfr/ffvvhxhtvVJZx4YUX4sUXX8TEiRPx1ltvYenSpTj22GOjqnKkPPUUS0WpyrGs2+a55/S/8zPrqQZlQQYjpsKC36epsOA7GG/7//2PLdD1yCPp7+rqWDrIRYuAb75Jf25rseCFhY07jGtXKNkg6eyzsz8ji4VZHWToHmam1/Prr5k7wAcfqNs07wrlIsbC9FrbDOBUZcv2JXOF4suaMUO+jx9+AH78EZg7V1++bD8qohIWtpjEWHiYCgvduQkyoOP3pWsbMovFQw+xQdijj/rvx68+NhYLvi7r1mWeU5MJGo+vvgK+/JLdp6bCNggmfZ1sjSYVLgbYP/0EfPEF+9MFK+fKYjFjBpsU5N2mxOvg0hVVB98319ZG6wplKyySlulRR6zB24MGDcIgb6UbCX/5y18AAN999530+6qqKjzwwAOYMGECDjroIADAQw89hJ49e+L999/HPvvs47zOURLlzdPYqG+YqhvIptO3LZu/sUyERWNj5mBB7LRM/BdF06LfzF6HDun/V60CunTxr6du/36/tbFYyMgHYeGibkGyQpn4O/OWuyAxFvzvamqy02MCeotFEGFh+sDxa2cug7dlgqS0VL4PnW+1ri4y+P7Bdo0Al9i4QvH11Ikh3UBE7MdsLRY2woKve/v2/vvxq49N8DZ/fkSLBf+dX5lt26b/5wfXubZY2O7TxeCS72OCCFnXFguPXMZYqOCFRdQWC9sYi3wSFnkdYzF37lzU1dWhf//+TZ/16NEDW221FWbOnKncrqamBtXV1Rl/SSCIsLBxg9A15EWLgNtvl5dv6wo1bZr/b7w6eWzcqN6Hxy23ANdfn36vu5lV55LvVG1vbJvA71wskKcry2VH/NRT2dfUhlSKrezq4aKDjCJ4+84704ueib/329a7f/jgP69NP/ww8Pbb6c9dukItWJC5aJsOl65Q3jWdPds/xgJIDxpkA2dTYWHSbvhzayMs3n+fuaW4wiZ424UrlFj+bbexvnL2bPU2/L687ZctY9vyg23xPli9Ov2+rExdPo8rVyjRYqESFrJ29OqrwMSJ2fvkj8eVsPjmG+Bf/2LZkEyorWX9zxdfZH7+yy/seniZ1Fz0naaD1SDpZsX+iz+fH33Eskap7nFVVqjVq4Gbb8787euvs6xzruFjXlwLi+pqdi09ZGV/8knme/6+yZXVxgV5nW52+fLlaNmyJSqE/HydO3fGcs0ocMyYMbjmmmsirp09QToNV8LizTfZn2w7HbLG/q9/mZWheriq8Fa/9dB1YqqbUOxUdZ1kSUlmHVetSv/fooV+djFojIWNK5QME4uFzcPz229ZDIvtdjxTpwJXXpl+7/rh6OE3S+t3TcQ0xDYBtrvtxh4cu+2W/mzjRpbe+NRT0+XW12dey7AWi112Mf+tC2HhvZ88Ob1a708/ZZchlrVxI9Cmjbwd85MKYS0W/Pm0ERZ9+rDXbbbJjAnxCLuOhegKpbLWBrVYiOfmu++AUaPYn2o7mcXi4IOBTz9lzwJvrR9xYM/HVZj2c1G4Qq1fb26xSKWAgQPZ/0uXZpYZhcWiRw+7geBtt7F1kcQ6nH46MGkSE/GffeZmwsjkOQm4cYXi9+X1jW3apNMr86gmGE4/Pfu69OuXLnPHHdX1saG2NrPPqKkxf+7KhIVnpfU477zMLI6ytrbrrpmfk8Uijxg5ciSqqqqa/pYsWRJ3lQBEKyxsUqfxiA9EkTCuULbCQkT28JDVi68/f6P6dfwlJepOuE0b/bZxWyxcdUK26XlliLNwUVksXLjtqX7vt61n9OQtHhs3Zsb3AJkz6rJyg6abNcGlxWLePPlvZMHbQPr+DuMKZXv9grhCff21/TYyZK5Q4vcefD2DWiyC3FOy8/7pp+x18mR5/YDMPsG039Y9Q/z6P50rlGpGV2xH/H23dm1mmVFYLGxnl99/X/65dx0+/5y9uug7TSdMXAgL2f384YfybVUWi5deUu9P7F/DIGboEoWGDlm/LZ6/117LfF/IrlB5bbHo0qULamtrsWbNmgyrxYoVK9BF4wzfqlUrtNLlV42JOF2hdNvpCCMs+G2DCAtx3yoRoJoBMBEWqtiANm3Sg0kZQWMsVNu5jLGIO21dVBYLv3Nu2/7DrmMhM6XzPryyOkUpLIKkm1UNiFUBr96DWNzOs0pE7QrFE0RYmPpK+yGmAHYRvK27b01cSUV0C5Lx78Vrxs+6mu7XdB0Lmestf06CxlisW5f+v1WrzPuQFxZxxaaprm3z5pnH71pY6GbkoxIWqmNV9QMtW6qf52J/6gd/PuvrM+93UVjU1Jj3IaqkFnzmS501R4UqOUHSyWuLxe67744WLVpgOrdK2cKFC7F48WL08WzbeUTUwdtBOs0gmWRk+/b73KWw+PFHlr5O9jt+4GYrikRhoeOKK4Du3TPdRHiOPBI44IDsoPqogreDigmTINAHHwS22IL50JoQtcVi1Srm0jJqVLj9qiwW558P/P73bOZTx8aN+plTWZ2iXBDJ1mLxxRfA3/6W+dn69cz9ik/UJ3M/Eo9ru+2Y65RsIPP442Z1tO2/xH198QVrp3ffrd4mSBCmDJkrFP/+oovS/7twhQoiLPj96soWB1dRCouGBpYlbIst0hmndBYLHlFY/PILa3eXXZb528bGzLaucoV69FGgshKYM0ddd1fw4oZHbI+qPuzmm4GttmIucDxnn82eeZ6bFZBbYSFrVybC4tZb03F5Yip8fnuxP/WDT6YhCgmxPdkIC5NJGV2yGRU6q2eSiVVYrFu3DvPnz29an2LRokWYP38+Fi9eDABYvXo15s+fj88++wwAEw3z589vip8oLy/HGWecgYsuughvvPEG5s6di9NOOw19+vTJu4xQQLQWi6S7QgV5MKoGz9deq57lCeMKxf/PZxWRXYOnnmKd/J13Zn9XUwO8+CJLs/fNN2auUKa+nqrgbb/ZatU1VvmF85xxBhtsnHGGWR2jslh49bvlFhZMzQf6A/btX+UycMcdLFWlX6rNjRuzz1lShIWfywkAnHtu9m/efZcFjKvKVQmLhgY2UPC754JaLDbZJPsz8Z4ZNoy103POUZdjajEysY6JgwL+/WOPpf93kW42rLDQlS0OrmQJCvwwDd5ubAROPJFdp5NPZp+pLIeiRVB0hbrnHta/3nRT5iCyocHMFerkk1nQ9PHH64/NBaqZd1FYqK7TJZcAS5YA//hH5uf33MO24ScC4rZY8OgyQ3oxXKKw4Mu0FRa6FPdhhYXKbVS2b8DseUTCIgBz5sxB79690bt3bwDARRddhN69e2P06NEAgBdeeAG9e/fGYYcdBgAYMmQIevfujXHjxjWVcdttt+Hwww/H4MGDsf/++6NLly541mYhiAQRtStUkIbpQliYZIVyYbHwEDsDlUXAr+5+rlCq/fHwplBZOaLgi8oVys8qYjKgCuomYLoSe5gygXT9VOfKdYyF3/mQCQtxAJHkGAtbMQuk7wWTWUm/skR016+83L8sVc5+vq4qi4V4PH5tyc9iweMi3axqgCUTXLL92lgs+PcuLBZi/ye2EVVWKNHdTLRYiBmkPEyFhez7qFA9Y00tFh62HgS6Z1cuXKFMxgA6YWHrCqVLnBEmxiKIsCCLRUT07dsXqVQq62/8+PEAgFNPPVX6/dVXX91URuvWrTF27FisXr0a69evx7PPPquNr0gyYRvOc8+xxeJk3HabPvWgiiABn6ZlhBUWYrmPP87cU8QbVuWfaWuxaGxkq4M+/rjeJM/DWzZU9XHpCiWzWMyY4X8dVQ8LGx9PmYiS8eij8oHQ9OmZQcEy6uuBJ59Mp1/k+ewzZglSPaTDxFgEuTdNLBZineJ0hVqwAJgyxb5cm0xMfoM0r45ffcX6LN46oqu/LO2p+HvVfapa2dmknipkMRYmYst1jIVOqOhcofj3LoSF6p5ctYplnvOQnSeVK5To3itaLPhydMKCDyaWnWNxwJlL+PaYSqXT5aowcV3Vxc94rF6ttsgGTTfrsXBhOuOYicgRhQV/7WwtFjph8fTTme9dWyxsYywWL84cz+WTsMjr4O1CI2xWKN2C4/fea1+2WL6MOLNCifv+7DOW2lOcpVMN3G1FUWMjS70qDr50wkIWi6HLEBNFjMUBBwDff6/fh+phoQo4lSE+AFT89BMz3d91V/qzJUsAbjkaJf/5TzotrMjdd7O/ffeVfx/GYmGywrxIkBiLXAVv8/ABjYMGscxANikcTWdAAf+4FK+s449nMTudOqXTm+quX6dO6cw5snoB6gEiX2dXwkL8jegKxRNljIXuegR1hRJTcpqgulfE9XFVQbAeorDQWSx4xBgLVVsycRHMJXx7/PjjzFS/MkyEhYkr1NFHZ669wxPWYjF9OvubNg3Yb7/056YWC74vthEWqZRaWHz3XebzyKuPqdVWJiz8EnOo7mcvgcHvfpe9j3whr4O3C40oXaGCkqsYC1euUM8+q5/xUvnNy5DNOspmdHUPZROLhYkrVNgYiy+/1G9nIiz8zpepsACY1YHnt7AqX/g0mCpUVg8XMRZ8e/B7iIs+4KJ7Bl+uR65cofh6iQnyFi4MXq5pO1XhnQ8vEcDKlfL9iJx5pr5egJmwcBVjAWT3HaptXFgsVAMs0SLKE9QViq9vWFcoMTBaJsBUWaHEcyoKC74cXYwFT1B3zyB065b+38QVyk9U6MrhMblfVaICCB+87fHBB8Fcofg627hCyeK+PGSW1KhdoWzdnvPJYkHCIkHko7Bw5QrlInjbw5UrlOmgX3fDy4SFKHSitlgAmQ8l2T5MXKH8Hro2GZzFmWFTF6AwD34XMRb8dTCxWIiDS93DDYgnxoLPlAKkj8tkkALYuUL54dVRtm/d9dtiC6BXL3lZHqrBN19nVTsU75kgwiLKGAtd/6kq09RiIW7v0hVKxM8VyjTGwsYViifq5ynP1VcDXbvqf8P3kyaTb7bCIsj9qtuHTfC2eP2itliI7ZhvAzJLZdTB26q2prqnSFgQVtTXA4cckpkG0SbbU5T4PUBNGruJAncZvK17MNkEQ4mD/muvlf9ONxiQdVhixiqVRUW1jQ6VsPBb6E7lAuLCFUr2IBLjMUyFhW3nesQR6XNnKkqefhr4wx8yF/bz9ss/aIIIC/E6msRYrFnDVoYuKWFpihsbgfHjgd9yXhhjarGwhS/3q6+A3Xe3L8M7bq8s2XnQXfsWLewz0njw19R0G5N2yC+WaOoKFcU6FibCQla2l9FO5wq1ahVzZ/nXvzJ/85e/AH/+c/p9mIkDlbDQxViIg1ZRWKjOcyoFTJ2qv7caGpgLl8ol0/SZXFoqPy9/+Uv6/6iFhaxtiGm6xfJdWSzEupjGWEQhLFQLd9qsY2E7aUTCgoiU6dOzV2XM5cyJDhcxFqoHW5jsDuL2PDqLhepBpCqHL+u3rMdZ6ISFrI5ilhMTi4WtK5R4XfyEBd/pqergKngbCG6xMGlvfP0nT07fW6Yd8/HHs4DO//43/Zl3zfiHu62wkM2U6gL8vGv5n/+kV+Z98UWW5/+00zIHriao7heXwmLyZP8AfBleXJRXlqw96gb9UQsL8VoHcasLG2Oh26dugKUaHPm5Qp13nnx7/v3LL7MUxCNHpj/7+WeWTvfxx9OubGEsFjpXqCAxFn4WiwED9PfWm28yl9hbbpF/bzpJ1qxZup3z5+exx9LrH/H9pMkg14WwENN0i+j6atv7JIiwCOoKpRMWsvZgE2MhK1+8J01doUhYEE6QPRRMG1E+uEKZCIsgmTfCWixMcuqbDCBs3RfEmZKkuULx9YsieBvIFiEufdtFvEGCCzcqU/cRIJiw4M+D167EgUpQdyMx3sND5QpliosHXrt27FVmsfDK1+2nZcvgwkIcrJoQlbCIy2IRNHhbhiydqM3Egc6lxDTGQhdfE9YVyu/4beJOVOfFuzZxWCz8MF3s0IQgMRZRWCy8/9u3Z5M2ALvONu7pYruoqsp8b2rNUZ0HEhaEFbJO3fTBlU+uUKkU8NZbzHwulh2HsLAN3lZhs6jVt99mBizW1/u7Qn37LQt0M0EVvM0LC9lxywa0qrLffz9z9V0PG2GRyxgLL2WpC2Eh84f/5hv5NjJh4Re8LVvAUZdu0YaoYixcBLx6wuKXX1jmKL491tayrC26e6BFC/MZQfG4+Gva0MBmpCdPVsdm6cpWoXOFSkKMharsqirglVcyP9MNrL/6Cvjkk/R7P2Ehtj2/GAtd3IoueDtsjIWtC6QJzZqpz8v777NzmcQYC90kkE3fJMYwqs6baFGVpZv97LPsrHAAO49LljDLhtiOZa5QXbqk91dTY3c8fsKimFyhKN1sApA1sKQICy/1mQqTGQ/vN5MmsZS4v/sdGyiEFRZRB2+7sFiI22+7bXbd/CwW4jY6TCwWfsJC5TrW0MBchPr0kdfVJsbCduEnWX1M8R44YTpmmcWitpadg+22k29jErwtHo9M4InntbaWZZRZssS8/rJ9eahcoXIpLPgU0ccdlzngqq0FunfXb+/nCsVfN0/E8OV7zJ0L3HAD+/+RRzL93Xls21LUFgvdzK2qfzLJCnXwwdnptFWD0VQK2GEH+XeqttS+feZAys91VNyfyrU1aPC2qi1XVwObbSb/TsTGYiFzhQLSq33vvXf6MxMRoJugaWhg+1OJMVNMFzs0ga+L6vhE67boCrVhA7DTTux9TU26v5w9mz2r2rdnKdfFjIIyi0WzZun+UJYuXIduhXqvbB5yhSIiJZ8tFj//7F+G1xF4C+54ayrEYbEQB8o6orBYyLbVCYsgAxjZfvnBi6xM/mGh8lVubARmzszcjj/2MFmhTI8zSOfqHXuYAbAsxqK2Vr+GiZhu1sRiYSIs1q+XrzTtR1QxFi7yq/OD/ddeyxxomQyo/IQFP3sori3Dl//jj+n/ZVY5Wdkm6CYpXKxjodtOdf5MXKFkViJVeTJ/d6/OKpdKcWFDP4uF7rc6i4W4fkGUFgubGAs/Sy3fv5iUq+sfZUksXAkLkzgo2TZhXaFqajLHIHwZjz3GXteulacplwmL5s3TfbCtNceVK5RKWBT8Ohbz5s3DJ5y98/nnn8fRRx+Nf/zjH6gNm2+wCMlnYeEXFAykbwjPBUpWtsvgbZE4YyxshYX4e9vzourgdSuOAmphIdZNHITynWCY4G2XFougwec6ZK5QtbX69i/OeJnEWMjap3he162zj4MA1AJWvKa2gw3XwgKwT2HrJyz42UOxDfHli4kVVETlChXUYqG7ZmFcoWSoroc4kALS11EVw9W+ffbvbYSFapCss1oHERY2fUcQi4UK1aBZhe43roSFDNWElul2QLCsULW1mWXw/aLnAqtC5grFiz3bc2NrsShkV6hAwuKss87Cl7+tuPXtt99iyJAhaNu2LSZOnIhLL73UaQWLAdnNKGtEF17IViz229YlYvC2l4Kwqoql8rztNv8yvBuU7yQHDgSefz793qXFQjwnixax9ICvvqoWFrJMGKbCIqzFQiV8APvzElRYmGRXaWjI7uSDCgvxt7pO8+23WXv56qtg7T3IbJqIyhXKT1iIs2J+wkL20BfPeVBhoXqQiX7uXns23YeLwQnvCgVknpejj/bfXha8feSRbBVxIHPQK96vJsKCP3c33BBd8HYUFgsTV6gwLh8e4kAKSF9Hvi3x51VmsRBR9a86i4X4nSgsdO5VMs49lz1/xe8//BDo2xfYZhvgvvvYZ0FiLFT3Gj8ZZyKwa2pYmz/kkHQmOQ+ZsAgyD6xz3Q4TYyFj4MDsxfr461xTo56Y8+59XdnLlrH/eVco75qEtViQsLDkyy+/xG677QYAmDhxIvbff39MmDAB48ePxzPPPOOyfkWBicVixQrg9tuBm2/O9heNErHxeykIb7qJmRdNZlFkwuLVVzN/41JYiHW67DKWHnDgQLUrlCx3t6krVJQWC52rjW5/tsJC56vM/68TFqqHY9gYi/33Z+3luOPMBkDi/rxr6DrGoq5Ovxruxo3Z59JvHQtZBhyZsDANdlftS5cVylYouBAWosWCP09z5/pvLwveBtiEApD5kNct+GZisbjySjcxFt71MLVY8NfvjDMyv0uCxUImLLzjUVksRGuZrSuUqt8S++6wFovnn2fP3+++y/x8v/1YQpJFi4Dhw9lnLrJCefD1Nim3tpa1+ddeA/bdN7Mv9NpBWIuFTliEsVjIePVVdm55RFco2fMzlUqnOlaxdi0Ti0BuXKFkMRay41eNqYJ4dcRFIGGRSqXQ+NsZmTZtGg499FAAQLdu3bBK9HchfDEJ3lY9BKL2u1Pd+KtXm5fh1VEXj+EyeHvtWvU2snNn+uBSYToYkF3nujr9b2yFhQuLhSomRRQW9fV26Vd5grhCff99OFcoFxYLG1cocWY0qMVCrPf69eFdoXjEB14cwoK3WJSV2Q/cZa5QQDrAnR/0BrFYiNg+5HUuPqp0qiLe9pdcwmbQeXR1TYIrlMpiIRNbOrHNo4uj0JURJt3sp59mHousHdhYLLx7z+T8mzwLamrSbV7lDhZGWKgm27zzaRtjEcSV20RY8PFR4sQJj9d/y1yh+HYuxmXJCGKxkLVDVfvRTWIljUDCYo899sD111+PRx99FG+99RYOO+wwAMCiRYvQuXNnpxUsBkwsFlH4jZsgukIBzCXFRs17nZfu4efSYqHrgMUB9Jo16oXvXFgs+O1lZYmuUIsWsZSbHrbnxcZiUV0NfP119u+971OpzNSRDQ2ZM4wbN2Z2gt75WrDA/4Fl4wrl0dho9jvxPLuwWKiCt3WdfX19Zpv/4otsQb50afoh+OuvmW3R21a8b2zFpofqoS8OyG0nK1zHWHToYD/gUAkLD1NXKH5hNN1x8feoCTqLhczX2+Pbb9MDFG/7HXe0E4MmC+Rt3CgXBjbl6VyhZGmUgew2aeMKtXFjZv/En4Nvvsm810wtFn4D448/1n+/cKF52+AtFib3kMl9z6cyB7In0pYvZyuLeyTdYiFDF2NRX8/aBG/l1LnoeuffzxXKyzqlI4iwkB2/Sljcd19mcokkEyjd7G233YY///nPmDRpEq644gps91u+xaeffhr77ruv0woWAyYxFioXnjiEhSqloAqTzstl8LbOYiF2QptvrvfhdWmxUD00+c//9S/253XeQS0WYruQCYuttmKDiS++kLev++8Hzj47s/68xaKmJjtV5IMPAmeeyeJvXnhBXc8gFgvT6yHbjn8NgirGQics6uoy28Yhh2T/5oEH2N+GDcBeewE//JC5Pb9vj3Xrwp0HEXFA7u03lzEW/KxiRYX99n7CQgzebmyUB2nyri66mXUbiy2/Tx6ZxYLf53ffsVTTzZuzOvIZllTXTIaJxQJgfaEJ3nbt2mVOfOhcoXhUFlHvO1NXqLvvVu/rX/9Sf6eboPATtJ98Auy5p/r7Hj302/PwwsLkHvKea61aqd1ldM++mhqgd+/MuA3XwsJ1jIUM0WLBv//Pf4B//jPz97o6eX0c7wolXhP+Mx22WaFU7VAlLObMYW7dXrarJBNIWPTq1SsjK5THv//9bzQXRwyELyYWC9UANWpXKBdZp3QzRB5BZmFVZeqsKeIMjl8WFpfpZk2EhUiUrlBex/f663JhIT6cGxoyB5uixaKxMR3M/+KL6c9lA1Rx9sbkgdTQEOxBJBvABS1DdIXStQ/RGqXjp5+ys5ioLH3r17sVFnG7Qh18MPDXvwIPP8zcOILEj/BuJTLEh3x9fVokq/oL3XHZCosgrlDvvZeuKxC9sDC9jt752m474KOP0p/rXKFU4kn2nNNldNKhq3/YGAuPIJZ1FXybtbFYtGljFtvYrFnmcX7+eXZmRtfB27mwWIjB2/y5E0WF3z5Ei5HMYmGSFpj/PV83HlOLha4d9+rlX48kEMgVaptttsHPEof5jRs3Ygfb6WzCWli4tFjcf7/+e5nFwpaGBuZ2o8M097dYrm1ZNufOdIbcNHjbRlgEtVgECd5u21YuVsVFt8SHvkxYyNqKSfvJhbCIwmKhezD7CVce2TlSxQAFtVioBk1xukJ168YCTbfYAhg7ln1m6qPu4Z07U4sFkHk/qK6h7rj8hMVRR2W+1wUlqyaKRN9wXljYiEGTrFA2eNttuWXm5zpXKNUxmggL02dcLoSFi+ehh60rlGeN0MUM8LRtm/lelgQhTlcoFxaLxkb/sYONxUKWbrZ5c7NrLp5Lcb+mMRa6+ha0sPjuu+/QIDn6mpoa/MDb8gkjZDfXhx8Cp5zCzOG33ZbpRtHYyNxMhg8P7m/t4WdgWrpU/sCwYdky4LTTwpUhQ9Up6R6YOl9rWfmuXKHGjwfOP1++rawj8Top2xmyhx9mcRO6eouzp6Kw8OojuqddcAFz2/HYuDE7eJsf3ImuCjx+C8XJCBpj4Rekb4IqxsKVsJANilUWi6S5QsnatSn8vr2+yHaSwSvDRlgMHZpe7DEKYSH6datiLO68E3jzzfRn/OCEH0Dy1lNbi4V3fO+8Axx2GDBmDHsfZDIHSJ+XLbbI/PzGG9W/VU2MmcRYmN63uuvlUli4wnbNhFmz2GsShUVNDbM6TpxoV1ZYYQH4PyN17UcUdrzbk3d/mFosxo+X1/Of/wT+/W9zV6iLL2ZeBDJ23dW/HknAym/pBc5p+tVXX0U5t/xrQ0MDpk+fju7du7urXZEgu1G9Ga8vvmBL0/M0NKS/Dzt7YrP2QBj4NStcEcRiwQfW+Q36XKabVQkrlcXi11+Zq0YQ4XjoofoOu7Ex0xrRpo2ZsHjjjcz3orBIpTLb4znnsBgNXRYRvk5+mAoL1b5cWyzEjF4iYoyFDtl97A0IxTLWrk2WsDANVu3ePTt1ZK6Eheh7/vzz7C+VMhMWtjEWsuQEspl4L323bJ/8AJJfbFEmLGTtzPPF967nv/8NvPwy+zvvvGy3GD9E3/7KSv9tbC0WsvPkIoYn7DoWHi6FBb9Ano3Vz1RYiCmcv/oq+zeuhMV//8v+XJTlh1hnv2ek7prJLBZiullTi8W0aZnvvWD5K65g7489NvN7ncWmXz/55126+NcjCVgJi6N/W6mopKQEp5xySsZ3LVq0wNZbb41bbrnFWeWKBV3Dl2Wh4H8fNgbCb+XPJKM6bzpXCn7mUnT1kZXvMnhbta3sNxs2AOXl2Z3mU08BJ56oL/Orr4BNN1V/39CQWW7r1nJh4ffQka3TIBvcqbJhiXXyI6jp3KWwEGMsdGXaWCxkx++1T/G7qqrcxFjw161DB/u4ApF99gGefJLNmE+axD5zISy8h76uL9P1CUEsFn5iSrQEyywWsoQV/D3HZ2DbsMHeYtG6daaw4H+zerV8oKnDK89DdIWSIbv3/CwW4mdBLSs8rrJCuXSF4mfCoxAWYopU2fPOzx3uhBOA//0v8zNZf+5lF7QlFxYLHbqsUKrg7RtvZPFwjz7K3m+6qbw/qK/Xe0iIrlB//CPw7rvyel5xBTBsmNkxJQErV6jGxkY0NjZiq622wsqVK5veNzY2oqamBgsXLsThhx8eVV0LFlsfZb6jDRLoyJPPsfbLlqnXhlDBdwB+mahytUCe7CHnpZUTO80OHcz8LP1cocRyVetY6BAD51RrOpi4N6j2KZ7bIEKvvp4tlhQmFkAVY+Hn1x1GWHjtUyxjzZpoLRYy95UDD7Tfn0izZizzFT/Tze/bEwa2MRYmFgtVmatXBxMWujV5ADOLhWymld8nfzy//prenp/p9lAJC/47/nrOm6eeCFAhDmi7dvXfRtaWfvyRnT/ZpIqsjdq2B109gOS4QtlmhfIwWVMByHaFkrVzv/3usUfme9UzMcjgPuhE0U8/Zb4Ps3CcJxJlrlB88DYvJvv2zZy422oredn19ZltVzzX/PE3awb84Q/qeu6+O/C732kPJVEEGlYuEu3ZRChsBzz8AK59e/P84zLyWVh89hlLv2YDP+vq1yG5sFj4PahUFos99wQWL84efJiaZf2EBV+ueJymwkK0WDz9dPZvVA8PU4uF2NkGeRCtWQOEXV5HFWOhu742rlAqdzgg+9ysWZO9GrcJpsHbstiOsBMYQHowzA+K+f+jdIVSDU4//jh3MRbiNZYJC9Uib0EtFoDcpe6DD9jrbrsxkWGCKGbEgasMmcXi4IPZ6377mQVvJ01YuLRYROkKJSK7r/yEhdjPuBQWQLD+/OKL3ewbCGaxEJMniKvHe4jCQuxneNfe0lL9WMxVm8sVgYeV06dPx/Tp05ssFzwPPvhg6IoVE7pORdag+FUlw2aFylWMRVT8+992v+ezUyXFYqH6zeTJ2aIxycJCVY8wwkJMwRr1ui0qvP2KizP5pZtVnZ+SEn8rkScsxDI2bAjmHmIbY8Hv18WDTSYsZK5QttmKTLJC6SwWqu90MRZ+bpQmrlB+Fgv+97zFwlRYeDPbsuu5bBl73XJLvbBo3pxt1707c83knz3NmgEjR6aDwWXoUj2/8w4TNuLvky4sTNl1V/2CerZZoTxkFouyMqB/f+DZZ9Of+aU/NdmvSRICILcWC5EwCWx0WaFUFgvRYqgTFnw/IV4P3hWqWbPCEhaB5qGuueYaDBgwANOnT8eqVavwyy+/ZPwRdoQRFkFTBnrks8UiCHwQZy4sFmGERVlZtrBo0cKNsOAfBHEIC1NXKFl5caASFkGzQokzgSauUBddlP4uSDdrGmPh7c+1xcIrw09YBC1XV0eVEKupUfcDurbt1+/K1mkRB2SyxcxUFgvXwsLrV/zcarxtHnsse5/NmwPXXGO2vartmbhC5TLGwqWwmDBB/z1vsbBxhZJZLJo3B555htX/uefkZQYRFmI/pRIWQQf3LtbJCmOxMHGFEifzROuCyoJUX595XmTCgneFKnphMW7cOIwfPx6zZs3CpEmT8Nxzz2X8mTJjxgwcccQRqKysRElJCSZ5EX2/kUqlMHr0aHTt2hVt2rRB//798ZUQcbZ69WoMHToUZWVlqKiowBlnnIF1YXOw5hhdp0LCwi02wsJ0RiWKGAuAzRCKaTJNLRa6GVU/i4Xp7NkllwBTp+p/o1p7wtvHnDnA5Zf7r3PC1zUO4hAWoitUq1bAJpuw/4PM4nrnTgwQjNMVShZjYUuY4O2aGvW9Mncu8Le/sTSa3gy/h62wMLVYrFwJXHop8Omnmb/3c4WStTMxxoL/jXe/mfrryxYgbN7c/5r5JU4Qz8kpp2Req6lTmeU2LPz1uvhitSubibAwHQz7PVuDWixkA1kTy59sH66ERZDBfUMDcOWV9tuJhImxmDWLPX+8+pu4QokWi6DCwsYVykX/m0sCDStra2ux7777ht75+vXr0atXL5x++uk4VszFBeCmm27CHXfcgYcffhjdu3fHqFGjcMghh+Czzz5D69+u5tChQ7Fs2TJMnToVdXV1OO200zB8+HBM8JsuSBC2MRYrV7rbNwkLNaYPET+LhZ8fvuqh265dcGGhQxQW4uDf1HqwdKl/3nKVsPD2seee7NV0gJMkYeE3k6qLsWjVKrMt6mIs+Nm0iorgs4PePvbbL/PzpLlC2RImxqK2Vi0sli8Hxo2Tf+d37YMKi9mz2d/NNwPTp6c///XXzHSzJsHb3j0li7HwhIVJnASQOQj2MMnv7ycsxM+XLMl8P2CAWf38EBcIvesus/rIvjd5JpiILv782bh4ygayslglEytInK5Q993nZiwTxmKxfDnL8uSl5pWlm5W5QvF9lc4Viq8bWSx8OPPMM50M3AcNGoTrr78exxxzTNZ3qVQKt99+O6688kocddRR2HXXXfHII49g6dKlTZaNzz//HFOmTMH999+PvffeG/vttx/uvPNOPPnkk1jKT+snHFtXqDAKXaSYhYWrdLN+FgvdQ0PnCgUEj7HQ4coVygTTGAu/a8GXF5b27e23kbkHrV/vb7FQnUtZ1iAR7z7n/XC5pYOsUQ2IxPYkO1YXJFFY6FyhdARxhRLRCUTRWspbLGTHKbtWnmjwRFAQVygPlcXCD1tXqKgwteybWCxM6izOcsuQZfcyQVyfwiuL3zdgdsyuLBZB7iFXE6QuHFS856HKFcomeNvr201coXiLha4t5JuwCNSVb9y4Effeey+mTZuGXXfdFS2Ep+Stt94aumKLFi3C8uXL0b9//6bPysvLsffee2PmzJkYMmQIZs6ciYqKCuzB5UTr378/SktLMWvWLKlgSSK2i9SYDsJMyPfgbVt4YeHnp24avK2bMTERFrqc6qLFwjTGYvfd5SutAmx/fLpMmbBw9cBXlRVUHLsQPeXlcv92Hd4CZfyDeN26tGuSjLCuUN61Fy0WQVFdU7E9ef2RWKfS0nDtIiphYRO83bJl5gNe5wqlI4yw8M6j34CI73uqqjJdoUz6JW8A6h073xa9lJ02wkIWY+GHrcUiKkyfsSbCwiTmw0RYmK7oLCITFjKLhclMvp+wkCUhkF2zMFaDsLgM6w0SvC1akFq2TFurdcLi11/TLnl+FouicIX6+OOPsdtv6RwWCGlbShxJq+W/5VTtLOSJ7Ny5c9N3y5cvR6dOnTK+b968OTp06ND0Gxk1NTWo4XqHalMH74iwtVi4FBb5aLFo1iz4AJPvAN96S/9b09mpBx7QlxHUYrFxY/a1NrVY6K7r+vXp1UABeSC1K6uY6hx+9x1wwQXBygtLEIvF++8DffoAPXumP/v1V/0sk05YiLNcst89/DBzBfG+a9Yst8JCXPywefNwMV1RxVjIgsJ5Uqn04Lp9+0xRrXOF0uF3HnQxEN559BO3/PUaNgzo0YP9b/qI1QkL7xyYukLJLBYm1yspwsKVxeKDD4Ajj/Qvx9Ri4UpYyAS6ybDGT1iIbU1lsYgrWx8AvPKKu7L46yYL6Ab8XaFatmTPWD9XKH7Jt0JzhQo0rHzjjTdc1yOnjBkzBtf4pbPIIfnuCvXQQ8Bpp4Uvx5R77gGGD49+P6YWC78yggoL2UyMqbCwGaTJhIWLFI9eWarj+89/7MtzMRAJOjifPRvYYYfMz3SzzroYC9FioZoFHToU+Mtf2P/Nm+stJH6YnjuZK1RDQzTCQjbTaoufxYKfrd5kk0xhEdQVym8gpbNYeOfRz2IhXq8vvmCvJSVsga7DDgNeeinzN7w1QycsPKK2WCTFFcoUF1mKADNrhEtXqKD3kV87NhUWhYKqnYsWC77/FoWF976xMXPyQGc1K7R1LBJrYOnSpQsAYMWKFRmfr1ixoum7Ll26YKXgqFdfX4/Vq1c3/UbGyJEjUVVV1fS3RIwYyzG2vsxJsljccgtzu8kVb72VnrmLGlOLhV8ZQV2hVMLCZJbL5oElW1PC1j1PhUu3KleEiVOwuVdtXKF07hX8zJnpQFCGaWYencUiDLauUDvswCYt/PCLseBFsijMgrpC+aFK4Qukj9PGFYqnpIT9TZ7MAk95+HMoCgtZP2PanlTB237o1rEAktc3uBo0m1gjZIPYs87yL1t2zYK6FLqyWCQV28UEZddE/Ky0NFNMqIQFkBkjqXumksUCwIEHHqh1eXr99dcDV8ije/fu6NKlC6ZPn97kdlVdXY1Zs2bhb3/7GwCgT58+WLNmDebOnYvdfxvdvv7662hsbMTee++tLLtVq1ZopQrljwFdg5OZM5MUY9GiRW79/0R/xyhxsYBPGFeokSOzPzONsUiKsHAhzlwTxp3IRljozqOpsKioyAzeNnVdkWE6IEiKsGjWzGyFcRthIc725kpY8H2A952fsFClcubvf5l7knf9vGOVBW97RB28nRRXKFOefNJNObKUwCIy8WEyEJaddxIW2fgN1mXIJu5Ei0VJSeZ18sZAXlvmh5aPPpr+X2ftpXSzQNNA36Ourg7z58/HggULcMoppxiXs27dOnz99ddN7xctWoT58+ejQ4cO2GqrrXDBBRfg+uuvx/bbb9+UbrayshJHH300AKBnz54YOHAghg0bhnHjxqGurg4jRozAkCFDUFlZGeTQYiGfLRamM+iuaN48dx2bi07UT1jU1an3IQuIi8IVShz81teHXx/FI4kWizCDc1vBpRIMpsKiY8foLRYlJcAee7A1RQC9K1QYvDYpzv6J33s0b65O5cjjt46FJyxatco+77W1bl1LPcQ+UXSFAvyFxW23yT/n73/xmvD7de0KJfY7hegK5RITi4XYZm3au1iW7H8/CllYmKT8FVHFEol9Fi8smjVj4sLrw1XXUPdMJYsFgNsUPd7VV19ttTjdnDlzcOCBBza9v+i3pWVPOeUUjB8/HpdeeinWr1+P4cOHY82aNdhvv/0wZcqUpjUsAODxxx/HiBEj0K9fP5SWlmLw4MG44447ghxWbOSzsIjDYpFLYRG1xcJ2oOpSWHTowLJSFJvFIoyVzlUGN/HhE6ewAJiv/gknMFdDVxaLZs1YgP4tt6Tf86+Av8XCZKBlarFo3Tp7H3G4QnntL2iaTJ0Y4/sGE2FhE7wt9rsugrddpzROEkEsFjbtnSdojEUuhMUBB/gnSgnCVlsBf/gDIKyr3ETbtvYDctMYC1FYNG/uLyx044BCExZOh4R//vOf8eCDDxr/vm/fvkilUll/48ePB8AyTF177bVYvnw5Nm7ciGnTpmEHIXqyQ4cOmDBhAtauXYuqqio8+OCD2CRMhGMM5LOwyLXFQjajEBUugrfFFKUiJqkLeVTCYostMt+bnKM+fdhrscVYhGnztpYcVRC8qcVis83cuULprkOnTsBv8zrOhMXOOwMjRqTf2woLW4uFqh/iH/iiqJRlXnOBixgLFTpXKFthYRNjIbYfFxYLV5bRJBIkxiKoxSJXrlANDfbPxIsvtvu9KVtvDfzrX+rv27a1H5uoXKH8LBb8OTdx3xSh4G0NM2fOzLAmEGbEtY6FbAVXW3JtscilkHEx237LLUD37urvbR+sqhiLIG4K3rWXZYUiYSHHVgiGFRZt2uTGYgFkLuzEv3rb2vYV4sMy7hgLmcUiqkzj4rl6//3s72zXUvFwKSxMQw1lFgsXMRau+pmwRPFMCZIVKqjFIlfCYskS4OWXzcsHontel5bqJ1ratAnmCiUL3hYtFvx1ciEsaB0LAMcee2zG+1QqhWXLlmHOnDkYNWqUk4oVE7YWC1fm46B5tHlcrARtg2lHseuuwMcfp9+XldkPIlxYLAC9CdRWWJgGr5ucJzFft0dDg7uZxCT65DZvDvz1r8C4cfbburJYiAJBJSz4rGFRBW977cl7IMqCfW+6CRC6fV/Eh6VsvQmdb3jz5u6FhWixEBegdIWuX/XOCZ8xxgadsJDFWOiCt03nAZs1yxYHLlyhkmKxiOIZ5nd+ZINYk+vhF2PhSlgMG+bmvEQ1KG7WTD/R0ratffyUyhVKXHlbFmPBv7elRQuyWKC8vDzjr0OHDujbty9efvllXHXVVa7rWPDE5WfqQljEEWNhsr8LLgD++9/0+803t/etz0V8gO0MuJdqUiRIKkidsCh0i8U992Sn6jTBu16mHb3qwSZLe8rjuSXxKWujtlh4D0uvLt6g8IcfmFuTraVHtFjIgqxFFwNx0CwTFvzCUqpyeXQWC1fColUrYPDg9Hvd/WezgJkMU4uFJ0J1FgsbYRHEYuHnCpUUi4XrgZtpVihXFoswwkI24VBZCdx7r5vzEpXrcmmpv7Cw3bfMI0JmsdC5QgU53rZtC0tYBLJYPGSSXJwwJq7O1ZXFIolZoURzZYsWQOfObJBkiot0s34EmbHLJ2HhWpy1amUvxkS8DjyI16Z3vcrLzQalKmEhrv4tHpM3KBSFRZiHtMoC533m3S8bN2ZamrzzFFZYeOWphIW3D6/tNW8unwzYay+2hoNYRpwWC5tVqcPGtemEBY/XhhYtYoPEOC0WKqttnCs280QxcAsSY2HSNly7Qsn6Z0/QJ9li4ScsXLlCyTKvuRYWbdoUlitUqOrOnTsXjz32GB577DF8+OGHrupUdOS7xSJs52PTEZrMBAHZs0HNmjFhYUMu3HiCDJJl5/v3v89879e5deqUPo+iiEiyxWLnncOX4bW3IAM8XliYoGo/fsLCe7DX1blzhdLVB0g/LDduzOyTvLaUK2HB71cmLP7wh8z3fsHbfLpZ8RiCuiOJiH1FXMKC/44fdKkWXjMVFqWl2W3HpB/2c4VKCjvu6La8oOtYmJxTWf+/557p/21X3pZdG69d5VpY2HgV+HkvqIK3dcdksl6LKCzECRCyWAQUFitXrsRBBx2EPffcE+eddx7OO+887L777ujXrx9++ukn13UseOISFi6Ct13EWNgEO/llWfIoLc282Zs3BzSLsWdw8snsNR8sFqedBlx3HXvlUV3X4cOBK64A3nlHbbFI8joWvXqFLyPoQBlInxdxoTURv3vCzxXKsx64dIUC5NfCqysvLGQLuvHny2QAoMp0ohMWokuHbD+dOmUuPOVnsfDEQ3l5dnlRrGGhqwsQXliYpps1EQ1hLBYm/b7nauM3QTNpEnDQQervuaz0Tjn8cOCaa4Df1tzNIkwumiDrWJhOmvGMHg2MGZN+78Ji4RH02S6KX9NybNYt9jtXKlco3flRuUKJ+9UFbwe1WOi2Kwphce6552Lt2rX49NNPsXr1aqxevRoLFixAdXU1zjvvPNd1LHjy3WIRFhthkUqZzabLhIWpxWLYMPaaVIsFf80OOgi48srs66DqpPr1A66/Hth++/x0hXIhLMJYLLzr5TfA92vTphYLPnjbhbAwsVjU1GReM5mw+Oc//fcVlcWitBT485+zy1C1ec/dqaIi+5q76ntt1nhwabEQy7IVFmGyQplgmp50112BG25Qfy/G1bhi++3ZwFx1v5aVBS87FxaLnj2ZMOInKmyFhcwdzbv/gw5oZUkbTLAZCwQVFrp7U+UKxbdhMXjb+41J+Sr8XKHyTVgE6uKmTJmCadOmoWfPnk2f7bjjjhg7diwGDBjgrHLFQr7HWITFRpwEFRY2rlBex5CL4O2wFguVL6yqc+MH5vkYvB23sPCul98A3y8WxEZYeNcnqCtUSUn6wai7Ft7DsrYWOOSQ9OdeO7EdLIjuiLbCQpUVSjUYM7FYRHU/28Qf5MoVykQ0hLFYmKC6/8WMPX7PIhfPGRmeg4Vq4FZRAaxcaV+uiSuU7De2FgvZkl02A9uGBrmw8O7VMMLCe4Z4SRlMBKaNxcLvOFXCQneOVelmxe35fqm+Pvrg7aKIsWhsbEQLyWiwRYsWaEy6M2UCcWmx4Gfy/HBlsQg7q286S9GsGfC735n5w8osFhUV5vsB3KWb1RFWWHjHaLqOxTbbpP/PxToWojgL29523z3c9kB+WCy8B2xdXXhXKP6c67pn/qH+7rvZ29s+PMUsTy4tFrL3qrals1i4IpUyD6rOlbDwEw1du5rXRYyx2HZbs+1UrjbidZVlSNL93hUXXMBeVQNonXuWH36DcpkrsqoN/+Uv7PWuu+RrlfDYti/ZM8ilxcJmoO3SFWrECPvnjWqBPHG/fD3r6sLHWBSaxSLQY/6ggw7C+eefj6VLlzZ99uOPP+LCCy9Ev379nFWuWHjuOXdl7bYbsHy52W91nfnq1WY3iIsHtUlnMn48S8/YqhVT92vX6lfdFGcVZP6sHqNGAXvvnflbIDqLxWabAY89xv4PG7zt1dU0KxTfAcZhsQgjLL79Vj5DZ4sLi4Wf5cCvTYvb62IswgZv8+3FJMZCJKiwEJEJC102JVWMhdiG/IK3PYtFlMJCPK9+s6JhCGuxWL2arfq9aJH5PkVh8fnnZtupLBaywVquhcXpp6cnKmQDt4ULgY4d3ezrmGPkfZepxWLECHbdzjnH32Jh28fKhIULi0WQ+rgQFjvuCPzyC3uVtSm/4G0/VyjRxbOuLtvSqkNWJwreBnDXXXehuroaW2+9Nbbddltsu+226N69O6qrq3HnnXe6rmPBs/XW5llm/GjWzLwzFGcUeTbd1KxDyFWMRZs2mYOqTTbR+7/KLBaqBxefIcnbFogueLtTJ6BbN/Z/WIuFV1dTVygenbBIYvB2GH9nHq8DDzLA885VWIuFiIkrlAuLxfz56t+pHmxBXaFE4rZYyIK3XRFXjIVuxlt2Ppo3Z317u3bmgzjvOcHfx6bn0S/rEL+PKM+ZjM03T/8vew6Wl7sb0G26qVmacFUbLilhZXj/e5hMtIjWUZFPPsn+LKyw0N3jOly4QrVsmfZOcJFu1s+qJAoLv33Kvi80i0Wg27Vbt26YN28epk2bhi+++AIA0LNnT/Tv399p5YoJVy43fh20+Nsw3wNuAkr5Qdgmm7DZNJO66Ez9MmGhOp6WLeUP66iCt/kZjyQIiyjSzXoxBqLVJ8z5dLXQUhiLhUdYYSG6n0UpLPjztt9+2d/7DSJkC9C5slgEERaqB72q/rlwherdO/O9X4CojNJSMxGuywrVubPeYh3k+HnXUFtUwcFJsFjIFm8U6+QyuF92/kxdoVTX3C87HcDOXevW6bTLInw8lYdrVyjTclwEb4dxS5JNQMqCt3lshYWs3kUdY/H6669jxx13RHV1NUpKSnDwwQfj3HPPxbnnnos999wTO+20E95+++2o6koYoLNCyH4b5nuA3QybbQb8+99m+7zjDmDo0MzP+M5ENSstq4tudkMWvG0rLHQWixEjgC22SL8//njgppuAE05Q14mvm9eJmCwQpXL94OsqEtZi4UJYeGWJwoJPjWhDroQFH4eiImphwcdY8K5QtpYQry5BH0z8Su+uLBb8fesXvC27Rrr7QQbvCuV6gLr77sCZZwLPPpv5eRBhYVo33f0/aBBwySXAhAns/UMPZbbnIMLCO98ugrfPOw944gm5sMh18LZfe27WLLiwCPoMNhEW/PU0dY20TZvrXTPdNfn975m3hYxcukLx8WCA3N3XlCAWi/p6OzEja8stWxaWxcLqtN9+++0YNmwYyiSjv/Lycpx11lm49dZbnVWumHBpsXD1W5OBnHdDXXxx9ndXXZX92V57Afffn/lZUGGh6yzF2U6dK1SrVnIrgM5iceedwNFHp9//4x/sgX7++eo68eXbDHB0KSVVD/0wwqK+3p2wkMWp/PWvwcrMhbC49lrgxRf9y/B7UPtdX/Gcm1osgpyDkhK9y4TuocXfd65iLPhzp3uIq2Y6VYOxOCwWO+8M3HcfSyohq5MM1bkzrZtOWDRrxiY4TjqJvT/1VOCWW+z3IZYJBE83y9//t9wCDBli5wrlYr0lGbm2WMgIIix22CH9/4oVZvu3ve4mrlA33KBeeDEXwsJrE/vum5mO2K+f0rVjVYwFj0xYhHWFatasiIXFRx99hIEDByq/HzBgAObOnRu6UkRwvEbPdz5+v1Vh0phtzXeyG5cXFip/UFld/Fyh+HJtXKH4wbpulk416PJDDP7yQzx2WV3FGfC4Yyy8cy/zsQ46SMiFsDB1JfSbKfS7vjauUPw6FkExcZmQIQZTyz43JYjFQobKYuEnLKKIsTAZCJp+F8RioZt08ODbahhhEcRiIWaFksXrAHrx4GfNCAp/vmXnrVkzM4uyCS5dofhz9803Zvu2ve4mrlCy9Rw8TCYIZAQN3ub352c90AkL06xQPC5iLPzGBAXtCrVixQppmlmP5s2b08rbAXFlsfAarcw1iVt2BID/gyxs8Laqs9YJi2OOMa+LTYyFnyuUbF9+6WZlHZtpKlybjv7009nrHnuwV9mMpWthEdZi4V0bmStU0AFyLoSF6eyoyToWMry2ttdemZ/rXKHWr2f/h1kFOGg2LdWAxqRvEO9/rx3oLBYmD2hbi0V1NXvt1Mm9xSKIsNDNzJtgGrztwbfVuC0WsngdQC/odX23iPeMM0lOGaXFQizP1GLRrJk8Dkr83SmnsNfLLvOvSyplL6hNLBY6YZFLi4W4Dz9hoVsLqawsu77bbiuPsfCe9SecYCcsZPdgUVsstthiCyxYsED5/ccff4yuXbuGrlQxIut4Pvoo/f8f/sD+/PBuiiOPZOny+DSq8+YBU6em3/ut62AaY2GzvSztK9+Z9OwJ/JYPwLcs2+BtXRYJ/sb1/rexWHhlV1QAy5bpV5G1FRYHHMBmpt55J3u/Klco1aCZRyVKXMZYyIK347ZYeOWEsVj4CQvVvbVqFfDDD2wNAR6VsFizJr2QmOkCjzJcC4uoXKGCWCxM+qlu3aKJseD3LbMkylCdO9OBu62wCGKx4FN5h7FY8MJCFa8D6K0SNjPel13Gnnv33JP93f77A9ddl37vJyzCxFiYIrt+06cDn32W/TnPffex5+Txx/vvI0qLhUoIiMIi6uBtk36qY0dg6VJ91sydd84u13Mr9PCOZe5clrJ5zz3tYizIFUrg0EMPxahRo7BRkl7g119/xVVXXYXDeWc3whjZQ6WyMv1/s2b27k077JDZ4Fu3Bnr0SL93ISyCWCzEz0WXJdFfWVUXV8HbqhgLv3SzKlNsly5Ahw7q7UpK7Dr6VIoF7HnHG9QVSjUIicJi4doVih+UhCUXFgvVvdW+fWbQv4fKFcq7ru3aBRcHJSV6V6ggMRZhgrd5YSGLEVB9p9q3nysUkJ6ldG2xCGJ9UG1jOnDPhcWC74P5/tAW3hVK5zrqymLRsmX2c8+jdWtg++3ldYgrK5RMJLdsmVlP2e9atGDB06bk2hUq6CREUFcolcWC/7xjRzaho2vHFRWZ2+yxh/octG6dDl4Pu45FoQkLq+Z25ZVX4tlnn8UOO+yAESNG4Pe/tewvvvgCY8eORUNDA6644opIKlroyBo7P5BobDTrXMXfiOXyHYEXz1BaKn+obbcd8PPP+v0FsViImKSFDWux0A0YdRYLW1coXX3572w6ejGgXZUal8dGWMjSzbqKsZBZfYIMSl0Gb/rFWJjUz09YyNal0T00VcLCI4y1AkiGxcKbKeTvW52lzdZioXv47rILe43SYsFboYLEWJgKC12/IzsHpsKiefP0QFpcXNSmfjx8jJBff+lKWMjKB1i744/fL3tQnFmhbJ4nfgSxWIR1hRLdlKKIsVBNQqisB97/sokdVbmm5y1sjEVFhX67go6x6Ny5M9577z3svPPOGDlyJI455hgcc8wx+Mc//oGdd94Z77zzDjqHfQISTfA3WWOj2cPc7zd8R+A9cFQB00884b+/IBYLEf7Bt8km8ptIVpafqOEfjqmUPsbC1GKx227Af/+b+TsgOmHRujUg5ktIssVik03YSubeNZVZLILMvuRKWJhaLPyCt0WLxRFHADNnZn42bVr6/19/zfxOfMD6dau6VegBvbAwFc9BhcXDDzM/ZC8bGN8Hie3MZB+qwbSuXXmLoUUZY3HNNcCxxwLPPRfMFUq2fo+MMK5QunqdeSbL2PTgg3JhEcRisW5deIuFqdgH/IWFatCY66xQd9/NXlXXT7TQ2vaZDz6YuW+/di9aSFxaLGwGxTaLoNq6QnkLDI4Zk1nv0aNZ//zWW9lleeMbv7YfVFi0bs3iZQ47rLAsFtY66He/+x1efvllrFq1CrNmzcL777+PVatW4eWXX0b37t2jqGNRIGu4fGMSB8YqMeB3E/MDFu/mUpXVvbt/cJgLiwVfJ9EUqSvLb/DOix7x/PH/i7PDOovFhAnA8OHZZUQlLB5+WO36we/HxGKhmh1zKSxuvRW49trM+A0XK2/n0mLB70vVodtYLLp3B154IXsRtX79gL/9jf0vCguxTXbpot+f7j71c4XS4cIV6uSTgaeeSvc3/P0uWsZMZguDxFh45UZpsdh0U+CZZ1ga6iCuUKaEcYXSZTlq3ZpNJp12mjuLxZo16e10bm65sliYCgtvYG+TFeqhh/Tf888S777XtWVVcLIJp52W+V7X5rbdFvjyy8zPZBYLMS4sClcob/BvgokrlOiiDDDL6aRJ6c932IH1z/vvry9LR9AYi/PPB8aP9x8TFLyw8Nh0002x5557Yq+99sKmNq2BCIRoseDjL3j8XKH4xus94FXCQlaezfemFgv+s4oKs9z1fvsWhYV4/vjvbGIsVINOv5R04nemwsLPeqMKwA5jsQizjoW3D+/1tNPUK74GKdcFNhYL1XW0ibHQBSR6+xJdocQHWpSuUKYxFibxDybw24rCIkxWKB26ax4GlzEWpuiEhZ8rlO6+Vk22hImxqKoyt1iorqNN8LaNK5ROWKjcRHXozk+QdSzCCAtx37rzJxs8y4SFbALO1GJhev10sYkiqvOjcnHj+1DdBEYuLRamsRlFIywIt/g1XHHGvVMn+e/8OiC+gfpZLEzK4zFZJEr2GT+4KC93Jyz4G1g8f3wnaRNjoXv42dTNlbCwsVjYuEIFjbHwyvRea2qA117z327LLdmragDMnwcvEFeVmtiPXFgseGGhm/VSPYTEbXSZTA44QF8XQH5eveM/5JD0Z0cdpa5f2HSzMnTCwtU6FkBuLBYmnwPBVk/nsZ3Q4I9ZFzOn6h9tXKHEdrpmjTzGwsYVyjS+ENALi1at1JNLqox5J57IXqPy8NY9N1wJC7/tZfeEzBVKJixULqFB654Li4X4e901MH1Oi/s86CD1b1UipGjXsSDiQ+xcVQMw8SbRPQw8YaHzaxQbtGculPHRR8wVwMPUYsH7FpsMLHWf8d/x+xfPH98R2CyQJ4oV2ecmdUuCsPDeu3SFEi0Wpnz8MYtBEAe2YrkA8PbbwLvvZpv7TXERY+G3pgTvCqUbzKraiVg33n2Ir9877wAvvZS9/Q8/ZL6X3VdLlwKzZ2fmzX/iicyUnC5iLHS4tFjohEVUFgvVteXrOHt2ZruWBfbbYGphkuGtieK3bVBXKNGlpqoq3Zforq3uvmtocOcKZWuxOOEE4L33WGpRG2TrWJhmhfJwabGwFbqmwkIluETrpumMe1BhoRqg85/zdfUTuR6mExHi/fLii2ZjNLENfvutfBuyWBCB8JsNEl15VDMFfq5QPEEsFgccoG7k5eXAH/+o3haQd/j8w05VtqkVQ/WdeP74G9omeNtUWPg9/E07LJeuUKqHmMt1LESLhSmbbgrss4964McfT/v2wL77Bh/cevtQnSM/i0VpqX/2krAWC/E8qMz7f/yjPH5CzHwi+83mm7Mc7Dxt2mRaQKIWFmI7CxJjYWKx8MpybbEwqePOO7N00R4uhYV4/lTnYLPN/Mt1YbEQXVkaGtIiV8z+5+HFM7i0WMiuiy7GQidW+/SxG/DakFRhYeoKpWpXsuepCa5doVQWC794H7Esv7YvTvy0bStf6NBv36owZRIWjlm7di0uuOAC/O53v0ObNm2w77774oMPPmj6PpVKYfTo0ejatSvatGmD/v3746uvvoqxxsGwdYVSBWPa3MSe2VqXfk0W1Karq41/oYdJNpQgFgse8fzxxyUOEr3vZLNMfBm86LC1WJgOzEwtFuIMump1T1nZsnSzubZYeJgIC91nNvsIarFobPQfoIYVFuLnsoGeDTbpZm0f2GEIkhVKvCdMBn1eWbmyWIiulfzv/NYP8kPVj4nf8fATPiblymIsdO54gHr22nO1U11bv8kIV65QNsHbKuuuKeKAW/XMzIUrVJAYC1OLhep+Eie/orZY2MZY6CwWpu5JPPwYwm+bIBM05ArlmDPPPBNTp07Fo48+ik8++QQDBgxA//798eOPPwIAbrrpJtxxxx0YN24cZs2ahXbt2uGQQw6RLuKXZKKyWMj497+BAw9k6QUBliZRpa5Vs4Mq+DrKTOd+FgsVYYWF+HDiz7fKYgGYWQJkn5u4aZl0Kn7H7f0/dCiw0076eqpmx2SuUKa3T7t2mcLUKzPowNP0/Jru48Yb1dupYiz4B6hKYPEPr3/+M3vgxg8sdC4ksmO45JLsh7Zfzn0dJSVuFp464gg2+/6nPwF77QW8+ab/fv0IE2Px2GPMcnXLLf77i8piYeIKVVKS2aZUwuKRR/xd7IDMPmm77TLdU1VtY9w4ZhHUZS7yE5GPPw7svTdz8+B54w3WHl55RV9v1bX16zMaGjLPn8kg2cQVShdjobMk6Jg8mZ0jWar2uFyh/LYP4wqlgu9vbOruop9SDdxVFgsXwds2Ez9BhAtZLBzy66+/4plnnsFNN92E/fffH9tttx2uvvpqbLfddrjnnnuQSqVw++2348orr8RRRx2FXXfdFY888giWLl2KSXw+sQIgqMVCdkNcfDHw+utpcdKhA/Nbl5nhbIWFavDuEafFQiV6WrRQ5wwXhYXq+GyFBWDWqZi6QrVqxa6pqj66OsqExYYN/nUDgNtuY3n7xTKDPghdWiymTmUpXVX7UFksTDpxflCyxRYs1qFPn/Rn/ODxl1/U5Yjn6T//AW66Kbt+Ya0FNgHDqgf2rrsCn3wCzJjBLCAHHMBywIchSIyF9/nQoSzWRpUhT1auzQq5Jpi4QokWC94Vim9rf/kL8P77/vsUXUcnTpSXx9OlC4thOvVUdbl+rlC//z2r3+GHZ27Xty8wa1Z2OmURP2GhuvcaGjKTJejaclQWC9P+7LDD2DkSV8UOkhUqzDoW4r519Q+aFUpXJi+QvYk0E2yeGyqXIv54+LGFymJh4grlhywGjj/mQw+V78+0Lydh4ZD6+no0NDSgtTCN06ZNG7zzzjtYtGgRli9fjv79+zd9V15ejr333hszxdWoOGpqalBdXZ3xFzeuLBZhXBRMBu9RWCyCCgubIEadOV001ZpaLJIgLFSDQNl2NsJCXFdBRbNm8k46F65Qfg+h0tL0wmiyfagsFibwDxzZw4e/RqtXq8vRuTy5sliI2/thM1Ma1iVKt46FqSuUh0lWKFm67TCEtViIFgqTWDLRwssfU5CUsLL9hHW9k6ESx7pBHsD6bv55p7tuXr1l59FGWAS1WNiie24EjVMQiTLGQgXfrm3aj80A2sQVatWq9P+8ODW1WARxhZLFJKnOBwmLGGjfvj369OmD6667DkuXLkVDQwMee+wxzJw5E8uWLcPy5csBIGu1786dOzd9J2PMmDEoLy9v+uvWrVukxxGE449nr7vswl5PPDGzwYdxhVLhWliYWixOOom9ioGkfoRxhdLB11EXXMofn6mvM/+da2FhG9/ibSuuoVBVFVxYhH0Aq87JokXyfesoLZX7fbsQFjLXDNW9oUvxKR4D/4ASM5eptvHw7qMjjsj+zkZY2FxP3fe5Sjdrsj+ZK1SUwkKcbTYVFrJjE/chWpb58xRmMUrenY+vbxixwqO6nnxfI7uGjY2Zg0ITYSGjVSvzrFDiPRZ2YBckK5TLflVXf9ECpdpOFYt49NHZ24kWC1OCWixUYuCnn/z340JY+PXPKmERJjtkkkl8dR999FGkUilsscUWaNWqFe644w6cdNJJKA1xpkeOHImqqqqmvyVLljiscTD4TmfiRODBB9n/b7wBPP00cNVVmTe5i6xQIiazwq6FRWkpcPXV7JinTFGXK3tghnGFMsmWBWQPuv1cvWzq5tIVSvzfpCzvveeq4+nrL75g4oKnc2fmYy2isljYrFjLY+OeYuKW16oV8MEHwH33Ze9D5Qrlx1NP2Q3UdedCJyxsXaHuu4/dR7LrFNRiESQZgw1BXKGCDPJkljSTeAaR559Pr6MChHeFMnEv4bd9/PHMDFNiHYLcd99+y1IWc4b/jHqJFk1TvEkxD76eNmk1Gxoyn3e2s+8eosVCZwXM1UAuTovFjjsyN9bTT2fvv/km+zcmFotHHgH+9z918L5p3Rcvtru3ZQkGgMzrqhIWuj5O9jyzzQolQhaLhLHtttvirbfewrp167BkyRLMnj0bdXV12GabbdDlt2icFStWZGyzYsWKpu9ktGrVCmVlZRl/ccM33OOOS2dx6dgRGDyY3UT87HmYGAsVLiwWtjEW3uDvuOP0qeZMZnt034mdqyhU+ONq0cIsiDgJwiKMxcJ777WrXr1YKtfaWmDlyszfHnusPCuMyo0saFYpG2EhO/+yAcgee7CAY3EfQdyrABZrIAv8DNL5i/sL4wrVrh27j2Tpo13EWPj9NghBLBY2KanFsnQzsH5UVABHHqm2KvHoXKF4YSHeJ3598MCB2d/7uZ/60b17pg84kFnfoJMEXbuqZ2cXLJBvI7uGqVSmxUJ3jDbCwsZiEZawMRZh7zPZ9l27MmuD950oWMU6qIRF+/bMw0LlkmdyLrt2TU9smaIazJsIC1OLhel59xMWqu9JWMRMu3bt0LVrV/zyyy949dVXcdRRR6F79+7o0qULpk+f3vS76upqzJo1C334SMo8wEQA8A+hKGIsXFssTKwMpgPJsMJCt0AekO26oFpZ2dRiYRL/EWWMhWz/fnEgHTqwQbNNXVQWi6CznGEf6LybiercyAaZHt5nuno0b67PKCOriwqXFgsVbdpEF2MRdsAjDlaCPHQ9bIWFrcXCO1a+zqrzytdd7E90qSlVA2sP2cDZlSuUqsygNDaq27BoCfZQXUP+WumEjq6d6xbIEwnSrv3aq60rVNQWC5Mxh02MBX9NRTdhv3GD93ubiVBV5ind+iQeun4mSB9kIyyCJJAgYeGYV199FVOmTMGiRYswdepUHHjggejRowdOO+00lJSU4IILLsD111+PF154AZ988glOPvlkVFZW4miZ41+ewwsL1Wyba1com9gB8feplN69SbVPADj3XKBnz8yyRGyFBb+vv/yFDaIvvji73oCZcHNpsTCZ+fQI6grlJyzKy9WrWaseTqoYC5WwePNNfR1VHe1VV+m38+DzoKse0iYDCt2gs0ULedliG3rlFeB3v2OujCp0woL/P0gw7f/+x2ajn3suuhiLoELQq9tTT2V+LnvoTp5sVqZJ8LZKWPCLAvqVYSIsevQADjqIrdxcUsJmdHv3Zv0aAAwbxmLK3nuPpYy9/Xb2uex882JB1u/rLLFBKSlhMTtt27K6BkFc74W/ts8+a18fD5mw2HlnFofoF1CsmtkOc94uuADYbbd0XKSMIOtYJEFY8Nv5CQve+mgbl2MiLCZMyHyvEhb8dX35ZdYHT5uWua2pxcK0f1NZmmV1DSJc8i3GwvFyQe6pqqrCyJEj8cMPP6BDhw4YPHgwbrjhBrT4rfVceumlWL9+PYYPH441a9Zgv/32w5QpU7IySRUCvLBQNcgwHaQLVyieVIotjnT11exPhuo47riDdVTeDenaYtGuHfDRR+rtVRYLU7cDW2HRqlX6+paUpI/XZsZYnCX1q5P4vqICOOMM4Lzz5OlmVdfe1GLx8sv+AzjVoF/VfkR4K4GqbemEhXeMrVur11cxHaTvsw/w3Xf63+iyQqlcbkwfMscfnx7szJljto1Yp6gsFnzdeGQxFocdBlx4IUttHBSvXL6+/PktLwfmzgV2311dhlcf1WCZp7QU4AzpaNMGmDcv/f7ee9P/8+u5+g0A/eKCXAkLIHsgZ4tOWBx1FOuDTdYwEpEJizff9F/AT2exEM+bzcA4TLtMurAIarHQlbN4MbDVVvZ1GTiQrVnz979n10clLA45RN4Hm2aF8v4PG2OhmhgqVItF4oXFCSecgBNOOEH5fUlJCa699lpce+21OaxVPPAzAqpBU1DfdlWZYTs0P3Tl27pV6b4TO1c/wWQSHO/SYiHOeHjX0e+BEGZ2WSYsvLqIwkKXstDUYmHSlsLGWJhkI9HNEnnbqIQlYOa+YopYR/4BxR9L2HSzUcVYuPZFD7POhK3FQpzxNI0fM7FYBMXPYuFXR5fCIiyplN4q27JltrAwuZdkwsJkO12MRRhhYYIqK5RuUBt1jEWuXKFc1aW0NPP6mbhCmdTBJHjbDxthEWTl7XwTFnlmYClcjjmGvepmzHjRwDd+fgAStbDQ+eCLeJ21rtMwGeSpyrAZvPftq5/RF9+HjbEwqZsqnaifjyj/EPSzUvCYuEKJddH9Xva5zmJhMtAP69utGoDzLlImFgtdYK84QNpuO/P6iYgDKxNhEWQwH0eMRZjsTeL/JpjEWPDrmogDE1MRFaWw8Iux8CNooHUUNDTorTuyfiZKYdGypbmwyBWmg9owA8tUKvj2QdexENusn0jyzr+XtEaGeI+qBvMmkyimFgtXWaFUFotCdYXKs+oWLg8+CNx1F3MXUaFyheI7bzHLisusUGPGyLOSqDDZt8kgT1WWyeB94ULgnnuAyy5TzwbJ3utmrHV1ktVtk01Yaj/xO9ViXX7CQmWx4AkSvO1ZLEzjd2T7CmKxWLhQXUdTnniCrSysEhYdOwIvvgi89pp9jMXnn2f+xtvHe++x/e62G3sf5OHNL+AEZD6A4hIWNhYL17heGVssq1Mn4IUXmM+12FaCCAuXdfTqIWLThyfJYqFzhQL8F5ZUIRMWsnM0e3bme1FY6CziqqyLQQkSY8EPsvPBFcq0bF1dysrUY6CSErWA4Mvks66Z1EF3DUzPu18MnKquheoKRcIiIVRUAOecwx58KlQWC/7/MMLCz2Jx2mn2MRZ+dTAdJAUVFttsA/z1r2ywbCMsVK5QfnWS1a1z53TQJv9dlMLCr06y9zqLhakrlK3Fols3YNtt0++DDtSGDGExDTqXocMPBw4+WF+O1w54YdmjB7N4iXXs04ftNwxiOkSVxUL1YDIlqnUsXM+QB3ET8DBxhQLYAoL9+mVn9kqCxcLPQulHkoSF6AplYrEwQXaMss/23JP1CR66ayVuL0vZHBZbVyg+C37YgaULYaHLpOiyLoMGqbdTWSxshYVtjIUffitvkysUkVhUMRb8/6KwsMHPYmHbuMPGWPiVZZLSlcfGxcOlxULsEE1iLDxkHY9tjnDVb8X3fIyFjLAxFiYB5WFngMMOwGUWCyBz4OFyMFldnflelRUqqRaLKIVFFBYL1WcmFoskxFj4kSRhIVosZDEWIibPGFm/a/KsadkyOw2qh9iOdS45QQhisXAlLHSTQn6I2fRM3bNsXaFcxliYpPnWWQ2ijrGgdSyIRKGzWJx4IrDllizbBk9YVyhxfQcbTB5yfjfWwIFsRnvfffV1E7EVSa4tFmJKWD9hEYXF4j//Ycdx9NFsBu6OOzK/F7ft0YO9qiwWKv9vU2Hhd00A+QDwxRezPwOAvfcGtt8eGDAg/Rl/j/hliQGAU07JfO8d4913swf7mDHsPT/wULXZIJ2/mHMiKlcom9lhG99u1wPZMDEWxx4LVFb6l+sh3mdBgrddu0LJ6jB8OLNkDx/uv30SYixuvpkNzO++2z7GIsjE2O67A5ttJv+OPx8tWrDf7bUXs2bw24jt2JWwGD2a9b3//Kf8e52wcGk1MY3defpp9sx47rns7cTnWBSuUB6jRzPLw2WXZW7Hb8u3H74uJsKCR9fPmMZYyOpy223sGXLddeGzQlGMBREZKotFaSnw5JMsrVqYDtHvQR7UYhHGFerll5kPvt8quW3bZg7S/Ny6chljIc60+AkLP8sK/xDUxT2cdx6bEX/uOeCXX4BddlHX8frr023HxmIhCgtbVyjxOokd7RVXMBcmGS1bsvgHfq2UL79M/9+5s3w7nvHjga+/zq7jLrsAq1cDl1/O3kc1E7zLLsDbb6ffR5UVKqjFwo9cWSxMJkg22YSlsvzXv/Tlyj5LSvC2rA6bbw4sXQr897/+2yfBYvH3vwNr1gB/+IO9K5StsLjmGhZLoXo28f1QixbsdzNnAu+/n3muoxIW11zD+t7f/97MFYpvT7zFIiym9/TgweyZ4S0DJgoLFxYLE5FzzTXAzz+z88Zvp7JYrFuX/t/EFUpluRIJ4grltaWePdkz5Mor1QK7UC0WiU83S6Txi7EIm/rRb3vbAU3Y4G0guzNRUVrqP5OvG7AHERam61jYukLZmI39Zs+97/2EFj87JhNxOnN6mOBtP/csv2svfv/ZZ/J66VCtom26ZklY+EFMEmIskiIsgvRnNmuXuAjezoWwECcmdCRBWABma34EjbHgad1af91EiwVg5m7m0hXKZEbcgz9HLi0WNu5HKvEQxhUqSF2aNct+tqhiLHiXUr9JSHF/prFZOvh9yqzb5ApFJJY990z/b+oHuPfe5uXvsUf2Z2FcoUyEhas8+OK+4naFEq+PjbDwE0gmneKWW6rrJiubF1J//KP/71Wfe9dTlvZYJuzEfXXvnvnets396U/s9Q9/MN/GJKYgygEbb1lRrbYdV7pZv3s4V8LCph3I0v/6uULZBG+bLJAXFNlx2hx7UoSFh22MhY5u3dgr/0zzG0TyExy6axWlsPA46CD26h0HoBcWUVssZM97ERuLhbfo3YAB7mIsdJZ/vv2sXSvfXgX/fNe1oSCuULJJtWJzhSKLRR7xz38yv9Djj880/eka3U03AV26yFe5FbniCnYDHHlk+rOoYyxc3TBhhYWIaLG4/nqgd2/9PlX7EjtEb998Z8OnN/QTFrrz+sorzHVMJQ5UdeQ72tGj2fEffXQ6laqqLuLnOosFPwP36afMfe/CCzN/88c/stiQ889n723b3MMPs1WNR4ww38akXZi05aCzSl27Ag89xM65ajYrrLCwGQDb3JO68xJ2HYugg/ZjjwVuvJH5OC9fri4rX4K3XV2POHCZFWrGDJaW/S9/AXbYgX3md/75fkjXHnORFerxx4GxY4HTT09/Jp6TqIQFf+yffAI880x6BWvT7fyExZtvMtfSESOACy5QlxlUWJSUqBe4tBUWFRXAI4+w862bRDS99/h6+QkL/reya/zxx+w59s47wKxZ2dvkAyQs8oj27YGrrmL/z5mT/lzX+Plt/GjThg0qeQrJYmHjCiV2Nuedl/2wCWux4DtGVd502wwaAwearzWisli0bZvdZnSLLMkG5rLOlQ+q69EDuPpqeXnnnRdcWGy1FROBNsRtsQCAU0/N/oyvS9gYC5vzaHNPJs0VCmDHeumlwEcfARMmqMvKF2FRKBaLsMJi661ZHB0/iPQrw7R9Rp0VCmAB+Ndck/mZzvUzKovFzjuzPxNEVyjdJEz37unjc7XytrgP/jqFERYAE6h+mFoseGRtzibQfJddWAKEt98G9t8/e5t8IM8MLISHTepUV/gNxkVcrmPhh2tXKNFiYTvAN4mx4DtG1ayJ7X5tUFksTH6v+txUWJiSiw7VxGJhMkBxXVdVBhRX94zJfv1IcrpZcVAkIoo1v+sX1wJ5cV6PsEQRY6FbtE1E1g/JyIUrlAyduI0jeFskiuBtGyu8uA/+evLXXkzb7Yog583PYrFxY/p/XaB5mEnduCFhkaeYxliERde4/W46r3M57TT2KluczKWw8HMhshEWm2+u/x5Iu/Ecd1z2d7oOWTbzabPatSthwdfJJFhdVpd+/eRtRJbBxmQfIrnoUE06cJOZYG+2btiw8HUC1G5R113HXv/6Vzf70e03TIxFkGvnwmIh27/LrFC6uIGwmKz1IuOYY9jrOee4rU9Y+HMcNsbCQyW4ZZgKCzHz3LHH2tUpKDrXv3792CvvjhqUuIWFX10eeMB//0Dm9eSfmV463/POU+83CDbnzXOVlo1zevdmZf3ud5kiSCdg/cRYkiFXqDwlVxaLMMLCG4xtsw1QVSW/iXIpLHSdovhel5rVY9dd2XHJ/HFtLRb8/zbB22FQuUKZ/P7GG4Gzz2bXtKoq+7fHHcdSTvbpw1LCAsEGmrm2WKjOrYmw2H9/dsyuZhpV7dX1fkTinCF3EWPhocrwJSvfJnhbFfvigqCuUM88w9xBomoTQdFZLIKeO1VmIBmmwqJTJ3b+WrZkKW9zZbHQtfdNN2WxlC6yZ0UhLHRlmlosWrdmcVCqmXtxH/z15L878MBo+kSb8ckHHwC//ipvO23bsvbVvHnmRKTp8y3fLBYkLPIUE79wF7iwWADqGz4prlAi3mJxfr9XHZdtjEUcFgsbVygx3WyLFukOVHVey8uBDRvC1THXwkKF6QDaJIe6Kbp6udyPbr9+bc21T7/KYhGkzfPH4TJ426/cMAR1hSopSZ6oAKJxhVLFHsmwEb5+6/hEgd9iqKrYO1tcCQvTZ6jp4rGplLk7ECDPNugRRZ9oE2PRrJlekHrPWNlEnAxyhSJyTpwxFl5+/d131//eSz+nY6edwtVJhexGtBmotGjBzJYetudYlxVKJixs0s26GszZWixUs066c8P7kwYhnywWrskH87fJPW5DVDEWsgkM3ToWst97n/HlJi0rVNLQCYvttzcrQ7QI27hCJS3mRCRoSmVbtt022HZin++ivjbb6VyhcoHJIqu2mMaD5JuY4CGLRZ4SNv1kELyG/sEHwF13sRUlZUyZwlbMPvtsdVnvvQc89hhwww1u6mYyo8A/kMSBouwm7tYN+P777G1N4Bc3U1ks4o6x4I/ZT1iIFguVyBDP46+/Bq+fWHZUmOwjDmGRq/tah19b++tfgW++AQYNYn88SYqx8HONFIO3dRMTUQqLsOtYJA1djMUFFwA//ggcdlj6s7feAp56Crj77vRn77+fuV0UwdtxkSthccEFbPX2I46w2y6osIjCqg7k7no++STLKjdgAHvv6niA6ALNkwQJizwl7Eq8psgetjvvDIwbp97mkEPYn44+fdifK8QYCxm68yTrJDt10n+vgx+oJzXGgp/Ns80KpTofroVFMVsskiAs/GjZkq074oqoYixk6FyhmjXLHsR43/tZQsJQTBaLVq2AO+7I/Gz//dmfJywOOgjYccfM30QRvB0Xrl3pVLRunX2uTXAlLIL242Lb17lCueTEE9lfFJi6QuUzedxlFTeqvMiuyRc/P9s1M0w6vjDCgh+o19fbuULxA/4oXaFqatL/2wZvqwY7Nj6xSYEsFskhKouF377E4G2dhSPKPjFo8HZSCbtKud/5cBW8HRdJv8dFYeEixsLmd3G7QkVBMbhCkbDIU/iBaJSDnnxJeRbWFUqGK4tFTU2mn7CfxYKvW5QWC15Y+M386Vyh+LpXVmZud9NN7PXSS4PVMSnB23EIi6OOYq98rE+SEdMuB0l9qoqxGDqUvZou7AWYr0sBZA+avFS+f/oT0L8/+99bzT1XEzl83fKVsDEzfufaW4FbBcVYhCNuVyjPq8F7Pg0ezF5N43Nc4fVlXgrgMNx4I3vVrU4OAD17ht9XXJArVJ6imuGOkiR2fB62wkJEdmziWhY28DN1NTWZQeo//8xeVTEWcQgLk2urmtEtLQVWr2btULR8XHwxy7EfNHgwKTEWcQxQdtgBWLIE6Ngx9/v2sGlrTz7JYpK22orVu3t3+/2pLBZ77MHKtgmmDOMK1a8fy4m/xRbs/Q8/pI8nV66nfN3ylbBrfqiu4S+/sLSwslTfPElbiVwk6cJCdA907Qrl17907sxiQ7zrvPPOwOLF4Z7NQTj0UODbb1ncZVguuIDFumyzjf535eXAihX+VrkkQsIiT+EHpVGaB/PFFcqEMK5QtvDliRaLBQvYa1CLhauHpU3GplRK3xY23VS+XUkJsN129nVT7ScKkhpjAQBbbhnPfoPQrFn6YRlEVHhleIgz3LYZqEzXpfB+K6bB3Hrr9Hv+eHLdD+ZzvxvWFUp17BUVgaqTOJJ+baPICmVL166Z710M7oMQtE8TsXkmhhmDxEkez4UUN/wNTsKCYRO8bZIVih9YhIG3DADpXNeqGAt+hjpKi4XfbJ9IrtZO4SlmV6gk4DIbiglxxViYrGPhoRLRRDZRu0IVEkk81qiDt3PdvxC5gSwWeQp/oybdjzQpiDOSfuy5J3DuudlxA7Z4wuK991jMwc03s/eiK9QTTwDPPw/stRdw0UXs8yiFxfHHA6+8wrKw+KGLsch3TNpFIQiLl17KTO2ZRLzBp8lK2K72BdgFph5+OHD66cw9Kxfk8+ArKotFUvjgA3dlJfFYo1ggL8jviPyChEUBQMLCDN0AUpU/PkiKPhFPWPTpAzz3XPpz0RVqyBD2d8896c+jFBbNmwOPPGL++zh8vZPiX14I99ihhzJXpW+/Nd8mLouFi2w5Nq5QopDRHXdpKfDAA+HqZkM+D76iirFIApdckjtxGRdxp5sl8pOEPLblNDQ0YNSoUejevTvatGmDbbfdFtdddx1SXKtNpVIYPXo0unbtijZt2qB///746quvYqx17smVK1QhkcuOT3SF8lC5QvHIBlhxDTTiGOTnuv0VssUCSP797LV3F8IiKlcowhxyhTIniccad1YoIj9JdFd644034p577sFdd92Fzz//HDfeeCNuuukm3HnnnU2/uemmm3DHHXdg3LhxmDVrFtq1a4dDDjkEG20iU/McEhb2iB3f8cezVy8LjEtMhEUcK2/bIAZv56oOffvmZj9+eK5pxxwTbz3C4qVNPOigeOuhYvPN2b3gIkCzUIRFPg/S+ID7INc0Sc8fMf2n6+uSpGP1EF2hTIWFlx46n1OmEsFJtCvUe++9h6OOOgqH/eYYvPXWW+OJJ57A7NmzATBrxe23344rr7wSR/2W9P2RRx5B586dMWnSJAwZMiS2uucSEhYMm45e/O2hhwKzZ/vnRQ+CSlio0s3yyM5/XLPnuRx4rVzJ0gzuumvu9gmo29AVV7D1DP7wh9zWxzXnnw/ssw+w225x10RORQXw4YdAWVn4smzXsUhqX5fPwuL441lmm7Ztg907Sboms2YBn38O7L133DXJHaLFgndn012bE09kbpeesKDg7eIioXM0jH333RfTp0/Hl19+CQD46KOP8M4772DQoEEAgEWLFmH58uXo761gBKC8vBx77703Zs6cGUud46AQ/L9zjcwVas89We5o16iEgMoViq+brEOOy2KRS2Gx+eZAr165258fzZoB++4LtG4dd03CUVrKYn1MVloH4mlrPXu6sRzaWiySSj4PvkpLgQMPDD4YT5KwaN+eJdbwKDaLRWlp9mr1uu322ss+8yBRGCTaYnH55ZejuroaPXr0QLNmzdDQ0IAbbrgBQ3+zsy1fvhwA0FlYNalz585N38moqalBDTeNXG26xnpCIYuFPUl4WJu4QsmIo+7l5ckefLkiCe2CcIPfWgdJX5zMo5jbZJKvi2uSeKyiK5SpxUKkUye22JtIMbftQibRQ4X//e9/ePzxxzFhwgTMmzcPDz/8MG6++WY8/PDDocodM2YMysvLm/66xbXiiiNIWNiThA4tqLDIpSvUQw+xdLRXX22eNYcgksDf/85idPgsazxksUg+SX7+FMN1CeoKJfK//zGL75Qp7upGJJdEWywuueQSXH755U2xErvssgu+//57jBkzBqeccgq6dOkCAFixYgW6csszrlixArtpnIhHjhyJi7xoTDCLRT6LC3KFsicJDwV+xlSVFUpGLut+6qnsD8hcqTsJ5y8KCvW4gpLP56OsDHjjDfX3OmGRpONOUl1yTZKFRTEgWixMXaFEevQA3n03+/NibtuFTILnaYANGzagVOjxmzVrhsbfpmy7d++OLl26YPr06U3fV1dXY9asWejTp4+y3FatWqGsrCzjL5+JUljkU8ceJng7Dvhzm1RhwZPkWV2CsEUM3k4qSeir4iKfnj+FiCuLBVFcJLg7BY444gjccMMNeOmll/Ddd9/hueeew6233opjfsv5WFJSggsuuADXX389XnjhBXzyySc4+eSTUVlZiaOPPjreyhM5x+YBnAt3Im+m/8gj5d936JD+nw8K9jsOEhbRsdNOcdeAyBU6iwUNmpJB2OswYAB7HT48fF2ixnWbGzyYvZ54YvAy+DpVVpKwIMxItCvUnXfeiVGjRuHss8/GypUrUVlZibPOOgujR49u+s2ll16K9evXY/jw4VizZg32228/TJkyBa3zPX1LQqDOIzhjxzJRwSUty6B9e5bCsEULu1VpSVi454svgGXLmMmeKA50bh1JshIkqS65JuzzZ+JEYPp0YOBAN/XhSXpWqIcfZutJeOIqKPPnA7/+CnTsmPmcKuTnARGORAuL9u3b4/bbb8ftt9+u/E1JSQmuvfZaXHvttbmrWBFRqMIiFw/rtm39F1Tj0xeaEtdAI44F8nLF73/P/ohMCu0685ArVPIJe13KyqJb1DLp16VdOzfHzqf9DhpjQRQXCe5OiSRgM5MeNzZxCnEtMueCuOpeyMKCKD50rlC86IibYr7Ximnwmg/HSq5QhAmJtlgQ8TNgAFupt3fvuGviz/nnM9P3CSfEXZNoKeaBBpFbCrmtySwWZ58NzJsHHHxwPHWSUcjXIJ9JuitUFJDFgjCBhAWhpUULIF8WMa+oABYsMPttkh/WSQ3eJohCQmaxGDs2nroQcpLsolaMkLAgTKDblihKyBWKIPwpZBGbL4OkQr4GfiT5urgmH441X+4ZIl5IWBBEnpGEgUYS6kAQYaDg7eRTTIPXfDhW/p7Jh/oS8ZDg7pQgoiOfH9b5XHeCSAq64O0kUcz3e5IHr8V4XchiQZiQ4O6UIKIjn92JklD3YnyoEoUFCYvkU0yD13w4VhIWhAkJ7k4JIjqS/LCm4G0iKRRyWyNXqOST5MFrMV4XcoUiTEhwd0r48eqrbAGgJ5+Muyb5w9//Dmy+OXDxxXHXRM3JJwOVlcAZZ8i/Hz8eKC8H7rwzp9UiiIKCn31N8iAxyXWLGhq8JguyWBAmULrZPGbAAOCXX5I925Y0br4ZuOmmZJ+z8nJgyRJ1HXffHVi9Ot5jKObBTjFRyNeZn31NgnuhikK+Bn4kefBK61jEVw8i2SR4eEWYkOQBclLJh3PmV8d8OAaCSDL8ICnJwqKYKabBaz4cK7lCESbQ8IQgCGuKeRa1mOjTJ+4aREe+uELtsEPcNYiPJA9ed9rJTTlt27LXP/3JTXlRQhYLwgRyhSIIgiAy+PxzYOJE4IIL4q5JdCTdFWqnnYBTTgFOOCHumsRHEgevs2YBr78OnHmmm/LmzweeeAI47zw35UUJCQvCBBIWBEEQRAY9egCjRsVdi2hJurDYd1/gkkvirkW8JNHlc6+92J8rtt8eGD3aXXlRQq5QhAkJvG0Jgkg6SXYdIQgT+EFrEoUFQYPXpEEWC8IEEhYEQRBEUZMkYXHccez1/PPjrQdBiJCwIEwgVyiCIKwhiwVRSCSpPf/vf8D69cAmm8Rdk/hJoitUMUPCgjCBbluCIAiiqEmSxaKkhESFBw1ekwXFWBAmkLAgCMKaysq4a0AQ7kiSsCDSdO8edw0IHrJYECaQKxRBEMZMmgS89x4weHDcNSEId5CwSBZTpwKTJ+dHCtZigiwWhAkkLAiCMOaoo9gfQRQSJCySRf/+7I9IFrywoPgXQgU1DYIgCKKoSVLwNkEkFXKFIkwgYUEQBEEUNWSxIAh/mpOPC2EACQuCIAiiqCFhQRD+8K5QBKGChAVBEARR1JCwIAh/yGJBmJB4YbH11lujpKQk6++cc84BAGzcuBHnnHMOOnbsiE022QSDBw/GihUrYq41QRAEkS907Bh3DQgi+ZSVxV0DIh9IvP784IMP0NDQ0PR+wYIFOPjgg3H88ccDAC688EK89NJLmDhxIsrLyzFixAgce+yxePfdd+OqMkEQBJEHPP448MorwLBhcdeEIJLPjjsCF10EdO4cd02IJFOSSuVXPowLLrgAkydPxldffYXq6mpsvvnmmDBhAo477jgAwBdffIGePXti5syZ2GeffYzKrK6uRnl5OaqqqlBGkjyv4DNT5FdLJgiCIIjig57b+YfNODnxrlA8tbW1eOyxx3D66aejpKQEc+fORV1dHfpzCa979OiBrbbaCjNnzlSWU1NTg+rq6ow/giAIgiAIgiCCk1fCYtKkSVizZg1OPfVUAMDy5cvRsmVLVFRUZPyuc+fOWL58ubKcMWPGoLy8vOmvW7duEdaaIAiCIAiCIAqfvBIWDzzwAAYNGoTKyspQ5YwcORJVVVVNf0uWLHFUQ4IgCIIgCIIoThIfvO3x/fffY9q0aXj22WebPuvSpQtqa2uxZs2aDKvFihUr0KVLF2VZrVq1QqtWraKsLkEQBEEQBEEUFXljsXjooYfQqVMnHHbYYU2f7b777mjRogWmT5/e9NnChQuxePFi9OnTJ45qEjmG0kQSBEEQBEEkg7wQFo2NjXjooYdwyimnoDm3Qkt5eTnOOOMMXHTRRXjjjTcwd+5cnHbaaejTp49xRigiv5k2DdhvP+Dtt+OuCUEQBEEQRHGTF65Q06ZNw+LFi3H66adnfXfbbbehtLQUgwcPRk1NDQ455BDcfffdMdSSiIPddiNRQRAEQRAEkQTybh2LKKB1LAiCIAiCIKKH1rHIPwp2HQuCIAiCIAiCIJIJCQuCIAiCIAiCIEJDwoIgCIIgCIIgiNCQsCAIgiAIgiAIIjQkLAiCIAiCIIicMG0asP32wBtvxF0TIgryIt0sQRAEQRAEkf/06wd8+WXctSCigiwWBEEQBEEQBEGEhoQFQRAEQRAEQRChIWFBEARBEARBEERoSFgQBEEQBEEQBBEaEhYEQRAEQRAEQYSGhAVBEARBEARBEKEhYUEQBEEQBEEQRGhIWBAEQRAEQRAEERpaIA9AKpUCAFRXV8dcE4IgCIIgCIJIDt742Bsv6yBhAWDt2rUAgG7dusVcE4IgCIIgCIJIHmvXrkV5ebn2NyUpE/lR4DQ2NmLp0qVo3749SkpKcr7/6upqdOvWDUuWLEFZWVnO908kA2oHBEDtgGBQOyAAagcEI+52kEqlsHbtWlRWVqK0VB9FQRYLAKWlpdhyyy3jrgbKysqo4yCoHRAAqB0QDGoHBEDtgGDE2Q78LBUeFLxNEARBEARBEERoSFgQBEEQBEEQBBEaEhYJoFWrVrjqqqvQqlWruKtCxAi1AwKgdkAwqB0QALUDgpFP7YCCtwmCIAiCIAiCCA1ZLAiCIAiCIAiCCA0JC4IgCIIgCIIgQkPCgiAIgiAIgiCI0JCwIAiCIAiCIAgiNCQsCIIgCIIgCIIIDQkLgiAIgiAIgiBCQ8KCIAiCIAiCIIjQkLAgCIIgCIIgCCI0JCwIgiAIgiAIgggNCQuCIAiCIAiCIEJDwoIgCIIgCIIgiNCQsCAIgiAIgiAIIjTN465AEmhsbMTSpUvRvn17lJSUxF0dgiAIgiAIgkgEqVQKa9euRWVlJUpL9TYJEhYAli5dim7dusVdDYIgCIIgCIJIJEuWLMGWW26p/Q0JCwDt27cHwE5YWVlZzLUhCIIgCIIgiGRQXV2Nbt26NY2XdZCwAJrcn8rKykhYEARBEARBEISASbgABW8TBEEQBEEQBBEaEhYEQRAEQRAEQYSGhAVBEARBEARBEKEhYUEQBEEQBEEQRGhIWBAEQRAEQRAEERoSFgRBEARBEARBhIaEBUEQBEEQBEEQoSFhQRAEQRAEUewsWwb8+mvctSDynFiFxYwZM3DEEUegsrISJSUlmDRpUsb3V199NXr06IF27dph0003Rf/+/TFr1qyM36xevRpDhw5FWVkZKioqcMYZZ2DdunU5PAqCIAiCIIg85vvvgcpKoHv3uGtC5DmxCov169ejV69eGDt2rPT7HXbYAXfddRc++eQTvPPOO9h6660xYMAA/PTTT02/GTp0KD799FNMnToVkydPxowZMzB8+PBcHQJBEARBEER+89pr7HXFinjrQeQ9JalUKhV3JQC2TPhzzz2Ho48+Wvmb6upqlJeXY9q0aejXrx8+//xz7Ljjjvjggw+wxx57AACmTJmCQw89FD/88AMqKyuN9u2VW1VVhbKyMheHQxAEQRAEkR/cey9w1lns/2QMC4kEYTNOzpsYi9raWtx7770oLy9Hr169AAAzZ85ERUVFk6gAgP79+6O0tDTLZYogCCLvqK0FZs4E6uvjrglBEARB+JJ4YTF58mRssskmaN26NW677TZMnToVm222GQBg+fLl6NSpU8bvmzdvjg4dOmD58uXKMmtqalBdXZ3xRxAEkTiGDQP23Re4/PK4a0IQBEEQviReWBx44IGYP38+3nvvPQwcOBAnnHACVq5cGarMMWPGoLy8vOmvW7dujmpLEAThkEceYa+33BJvPQiCKGzI/YlwROKFRbt27bDddtthn332wQMPPIDmzZvjgQceAAB06dIlS2TU19dj9erV6NKli7LMkSNHoqqqqulvyZIlkR4DQRAEQRBEYiFhQTgi8cJCpLGxETU1NQCAPn36YM2aNZg7d27T96+//joaGxux9957K8to1aoVysrKMv4IgiAIgiAIgghO8zh3vm7dOnz99ddN7xctWoT58+ejQ4cO6NixI2644QYceeSR6Nq1K1atWoWxY8fixx9/xPHHHw8A6NmzJwYOHIhhw4Zh3LhxqKurw4gRIzBkyBDjjFAEQRAEQRAEQYQnVmExZ84cHHjggU3vL7roIgDAKaecgnHjxuGLL77Aww8/jFWrVqFjx47Yc8898fbbb2OnnXZq2ubxxx/HiBEj0K9fP5SWlmLw4MG44447cn4sBEEQBEEQBFHMxCos+vbtC90yGs8++6xvGR06dMCECRNcVosgCIIgCIIgCEvyLsaCIAiCIIgE8sYbwAsvxF0Ld9TVsYXjOJftgoWCtwlHxGqxIAiCIAiiQDjoIPb6ww/AFlvEWxcX3HEHcPHF7P9CH3gX+vEROYMsFgRBEARBuGPFirhr4IZ33om7BgSRd5CwIAiCIAjCHY2NcdfADaU0RCIIW+iuIQgdP/8MjB5dHD62BEEQLiBhkX+QKxThiCK6awgiAGecAVx3HaBZcJEgCKLo4QemhTJILSZhQRCOoLuGIHS8/jp7Xb063noQBEEkGRIWhUOhXD8iFor0riEIQ+rq4q4BQRBE8iFhUTgUyvUjYqFI75oi4pZbgNtvj7sW+UttbbDtXnoJOPfc4NsTRKExcSLw978Xjv89oaZQBqbFJCz4a+b6Hr3+euC//3VbJpFYaB2LQubnn9M5uIcNA9q1i7c++UjQDvbww9nr9tsD553nrj4Eka+ccAJ7/eMfgWOPjbcuhHuiHJjGBQmL8Hz5JTBqFPv/rLPclUskliK6a4qQX39N/9/QEF89ipkffoi7BgSRLFaujLsGRBSQK1Th4PL6rVnjriwiLyjSu4YgckSxPpgIQkVJSdw1IKKAhEXh4NJiQZOaRUeR3jUEkSNoEEUQmdA9kZ+cfz5wzTXq70lYyDn3XODaa8OXk0tIWBAhoBiLQqZQOvd8hgZRBJFJsc4C5zNffw3ccQf7f/Ro/36tUJ49YdvqF18Ad93F/h89Onx9oiSqGItCibchjKEevlgolI4+3yBhQRCZ0D2Rf/Bpt1UpuCl4O5sNG9zUI9e4HC/wFgsahxQFJCwKmULs6PMNmp0liExIWOQfzTnnBhNhUSgDSJf9d9LPSS4sFkk/B4QTaNRTLBTyDX3TTcCBB2ZmwUoKNIgiiEzonsg/mjVL/0/Cwhy+refTOYkqxiKfzoErTj4ZOPPMuGuRU0hYFDLFYrG47DLgzTeBBx+Mbh/NA4Yj0SCKIDKheyL/4IWFyaKfhTKAdGmxSPozmCwW7vnxR+DRR4EHHgDWrYu7NjmDhEWxUAw3dJT+rC1bBtuOBlEEkQm5B+Yf/PODLBbm5NPkXlTXr5iFBX+vFNFYgHr4QiafOrWkE1RY0CCKIDIpogdswWArLArleUMxFuHhyyqUdmEKf7xF1O/RqKeQKeSZgtmzgS23BJ58Mv1ZlMcYl8Vi4kR2nDNnhiuH56qrgO22A1atcldmIXPjjUD37sysTQSDvzdz/YAdMgT44x8pn34Y+GeJyhWKLBbZ8G096YPqqARAMcdYFKmoImFRyBRyoz7mGDbQO+mk3OwvLmFxwgnsOI8+Olw5PNdeC3zzDXDbbe7KLGQuvxz47jvg6qvjrkn+wg8ucm3Fe+op4L33gA8/zO1+Cwn++VGsrlBBjimfrDgkLNxTyJO7GkhYFDKF3Kg3bsz+LMpjbNEi2HauZmdVD/MwJP1BlzSiuAbFQhJcAqi9B8fEFUr1+3yGD1oP236Sfk6iEhaFPA7xo5AndzWQsChkCrlRyzqoJLpCuZqd5R9wrvAb4MU5kE6laCBfSPCzlnEJi2Ib1LjE1mJRX18Yrmd8Ww17PEl/BkdlWdCVW+h9fJGKKhIWhUwhN+pcHA+/j7izQkXhPqIrc9QooFWr+NxHTjwR6NAB+PnnePZPuIWERX5jG2Nx9NHATjslfzDtB99HFrqwyLXFYtkyoH17ts5DoVLIk7saSFgUMvnk32lLLiwW9fXp/21coaIIVM21xeL669lxXHyx+/2aMHEiy/s9YUI8+yfcEpewKOQ+MJfYWiwAYOFCYOXK6OqUC3hhwT8PgpD09pfrGItx44CaGrbOQ6FSpPElJCwKmWKzWLg+xpqa9P82FosoBlFRCAsTK0jcKfIKrd0WK3EFb1P7cYNtutlCge93w1oskn5+KMbCPWSxIAqOMI161apkdwLFJiyiGIyZiBUX+/3pp+DbJrkNEubEZbEo5kGNS0xcoWTk+zkPG2ORTxazqO4VcdY+zPMg31CdU/4cFOA5iVVYzJgxA0cccQQqKytRUlKCSZMmNX1XV1eHyy67DLvssgvatWuHyspKnHzyyVi6dGlGGatXr8bQoUNRVlaGiooKnHHGGVhXREunawnaUUyeDGy+OTB8uPs6uSLXwsJmgB3F7Gwcwdumv9ExdizQqRNwww3hyiHym7hcAgoxBWocBHGFUn2WT4SNschXYRGVxWLcOPY8uPZad+UnGd59zjsP99zDzsF117H3o0ax9+PH57x6URGrsFi/fj169eqFsWPHZn23YcMGzJs3D6NGjcK8efPw7LPPYuHChTjyyCMzfjd06FB8+umnmDp1KiZPnowZM2ZgeJIHxLkkaEcxahR7vf9+t/VxSS4eYvwD1Ob85YvFIheuUCNGsNcrrwxXDpHfxOUSQMLCDUFdofL9nIuZrsJsn/RzkYsYi8svZ69XXRW/m20u4NuMd/3PPpu9jh7NXr1JN+9ZWQA0j3PngwYNwqBBg6TflZeXY+rUqRmf3XXXXdhrr72wePFibLXVVvj8888xZcoUfPDBB9hjjz0AAHfeeScOPfRQ3HzzzaisrIz8GBJNUItFPtzwueikg86y5kuMhUndcr2YmUjSH8aEGWSxyG9ss0J55HvKWf6YghxLPvnY88cXlbAoNmz6vaS3DwvyKsaiqqoKJSUlqKioAADMnDkTFRUVTaICAPr374/S0lLMmjUrplomiEL2L851Viibm57fLsnCIh+Ct5PEJ5+EzwyTFFKpaI4nlQI+/TR78BnVoMWkPkR4TFyhZNTXAwsW5O99U0zCIqrxQtKPO0psxhAFdJ7yRlhs3LgRl112GU466SSUlZUBAJYvX45OnTpl/K558+bo0KEDli9friyrpqYG1dXVGX8FST75d9pSbBaLKCwHuYixCEuSBobz5gGnnx53Ldzw738Du+4KnHmm23KfegrYeWfgkEMyP0+CsEhSW8o3gsZY3HknsMsuwEknRVOvqOGPu5iERS4sFnE/W3KBzRiigPqnvBAWdXV1OOGEE5BKpXDPPfeELm/MmDEoLy9v+uvWrZuDWiYQsliEw4WwcFUnslgkg0LJue4FTz78sNty776bvb75ZubncblCFXIfmEv4c2fjCnX77ez16aedVyknhI2xyKf2l4vg7WLDxmKR9PZhQeKFhScqvv/+e0ydOrXJWgEAXbp0wUphAZ76+nqsXr0aXbp0UZY5cuRIVFVVNf0tWbIksvrHStCOIh8Gk7kWFkGDt111qvkavE0kk6geYqpyyWKR3wS1WOQ7YV2h8slrINcWi2KAYiyShycqvvrqK0ybNg0dO3bM+L5Pnz5Ys2YN5s6d2/TZ66+/jsbGRuy9997Kclu1aoWysrKMv4Ikn2ZLbMnF8cgyOpgQxSAqX9PNht0+6HV++21A5Q5ZVwdMnQqsXx+8XvlOVA8xE2FRTMHbP/0EvPVW5r43bGDtz2Y9CFc0NACvvAK89ppdG8hXYRH2XBdrjIXLuuZrfA3Pl18CH38s/27pUuC99+TfkcUi96xbtw7z58/H/PnzAQCLFi3C/PnzsXjxYtTV1eG4447DnDlz8Pjjj6OhoQHLly/H8uXLUftbJ9GzZ08MHDgQw4YNw+zZs/Huu+9ixIgRGDJkCGWEAshiERYXrlBJs1jwx2FSZtj9ht0+yDWdOhXYf39A5eI4ejQwYAAweHC4uuUzubZYFGu62W23Bfr2BV54If3Zn//M2t/FF+e+Pq+8Ahx6KIuBEd3VdJi4QiWR//s/dq69NKe28G21mFyhologLx9pbAR+/3ugVy+gqir7+y22AP74R+D997O/I4tF7pkzZw569+6N3r17AwAuuugi9O7dG6NHj8aPP/6IF154AT/88AN22203dO3atenvPU4dPv744+jRowf69euHQw89FPvttx/uvffeuA4pWeRTp2aL7Hhc35hJcoVyZbHg65MLi0Uc6WpfeYW9qgYC48ax11dfzU19kkiuH2JJcIWKg7Vr2etLL6U/e+459nrnnbmvz7Jl8v/9yFeLxfPPs9eg57qYLBZR3aP5brHgz4smKRDeeiv7s6CZJfOcWNex6Nu3L1Kazkj3nUeHDh0wYcIEl9UqHIL6d+arxcI1hRi8bbsqeFhhEEdb8nuQNY+120sGcQqLYgzeTsqgO+hAN1+FRVgoxiI8+Z4VyjTLo+ycxdXvxUyiYyyIkCTloRoFSV7HQjfz09gIPPkksGiRXV1czfzbpsKN22IR5Jr6DQBEkTZpEvD55/b7yWdc3SupFPC//wFff60vNwkWi1z1ge+8A8yYoa5HnAS9DlEIiw8/TFsXoyZoP1RMFguKsZBj+syUtQ+yWBAFB8VYhCOKGItHHwVOPdW+zLgsFmEJso+w19FGWMyYARxzjJv95hOujvWZZ4ATT0yXWezCYuNG4E9/Yv97blC52rcJQddlCJpuVscf/sBeFy4EdtjBbltbgj7TKMYiPMUiLGT9WtAEMHkOWSwKmXzq1JJIFMLCJmCSJ19doYJsHzbYz2973hXqww/D7StfcdUfvPuuWbnFkhWKzzTG/5+U/jdKV6igfPON2/JcQhaL8OR78LYrV6ikX3+HkLAoZArZYiEjia5QYp2Cntt8dYUKsn1YQWxjsaB4C7ck2WKRC3JtEbQliTEWuXjeBN0HxViEhywWjKRMLuSABPZ8RBY1NcCttwKffWa3HVkswqESCI2NLMvIBx/4byd2NkkVFosXAzfdBKxZk/n7OGIsdA+1jRuBW24BvvhC/RsbYRHF+iDFhNg+CiXdbG0t63MXLLDbH39sfNtPSv/r2hUqlQLGjmWpNpNyjDJcCIv6ehYf9/LL6t9/9x3w738D1dXsfT49gyl4W47pfSL7nWwskC/HHQKarssHbrqJ5d7/+9/tOieyWIRDJSz+9z/gvPPU+3Q1O8tvG4UrFM+f/sTExdy5wFNPpT+PwxVK9zC+4Qbg+uvZGgCq622TFYqERW5IQlYom3vxP/8BLr2U/R+0z+X70aTMVru2WLzwAjBiBPvfNiGFR5KfN/xxf/898Ne/sv9VbaJ3bzY589lnwEMP5ZcrFKWblWN6Xshi0QRZLPKBmTODbRf34lC5JkphwXcafrOYriwWfDlRCAu+bosXs1dxbYc4LBa6GSLVCqem2wNksXCJaftIgiuUzX5nzw6/vyT2uUEtFqrtvvwy/X+hu0KZrPvhWXynT2ev+SQsaIE8OWGERZFaLEhYFDL51Km5IMoYC1frWNh0KvzMYBSuULkY+ISNsQhSHgmL3CG2oSQHb+fCaqs6zqSIDBcWC75fbNkyfJ1ygQthwffHptczn57BuY6xyJcBNn9P654tZLFogoRFIWMzA/HJJ8zV6uefo61TlOTKYhHVdiJ8pxSFxcIkZa+poHnwQeDuu7M/d+0KZYJNVqhCFBbffANceCHwww/pz6qrgUsuUccFuSLJwdu52K+q7fq14+pq5t43d2409fIIeh1UQcytWsl/Y0OSB5hBhYV3TEkUlyooK5Qc03tGPM5164DLLzfbtsCgGIt8IGiHZNNR7Lore+UHI/lGrmIs/B6ErlyhohYWJh2dSX1ra4EzzmD/H3ss0KVL+rs4hIWfT6/KYpFKJXuQY8q++wIrVwIffQS8/jr77B//YEG2N9/s9j4xDd7ON2GRa4vF5ZcD99zDEhNEOQB17QrFWyySLCxcrGPBC4vGRn3f5p0LslgUT4yFeD/dcEPm+6QLS4eQxaKQCTJAmzevMAZXLohCWNgQRYds65JiIgz4Y+QXBTPdXiSsK1lQV6ikP/hNWbmSvfKz3598kpt9m2SFyofg7VwLi48+CrY/W1y4QqmERZIHkOQK5Q/FWMgJGmOxcGHmexIWREEQpKPI58afq3UscmWxCPIg88Okk7QRUWKZLtbtCPswDrqORZIHRkHo0CH6fRSqxSIoKp9qv/s3V/1u0HtLTLvqwQuLX38NVl6SUQkLv3Pn3ReUbjb/+9WgwqJNG/n3RTBxS8IiKXzzDXDSSW5nrijdrD033QSMGsX+d7HydpiBtjhIufFGlnY4DH7BZKmUnYgC9AP5sK5QYtlB6zNtGvDnPwOrV6stFkl7AD76aLjteWER96BG93BetYpdG89tyyVxukIlcYbatSsUH2NhIyxs+5iwuFrHQva56fZB20NjI/C3vwHjxwfb3pRcp5vlr0nc/ZOOoK5QbdtmvveOMV/HVxZQjEVSOPxwtujXpEnZHXTQmy5I4FiSb/CoqakBLruM/f/Xv7oRFq5coWpr04Fgw4YB3boFK9OvbqmU/ercugF5WGER5PzJ6nPwwey1dWu1sFCtKBwXJ58cbvukWizE3/zjH8Djj7M/1/1Pri0WQV2hcjXYcO0KxR9Xki0WQbPq6WIsbLcP2v6efx4YN479nXpqsDJMiDN4O8nxba4tFkUAWSySgreS8MaN7soki4UdfHxAfb26Q/E7PyoXKpNtVeXw/4txDDaYiCVbYaErM2yMhSuLhcfXX+ePxSII/DHwwiKqe9r0ntM9nJcudVcfkaQEbydlUOE63Sz/+YYNwcrLRdvM5xiLXGVqjMpty6RfTcr9ISNoutnWrTPfF9GkLQmLQqbYYizCUlWV/r++Xm36jiPGgq9LmJl1k3SzYYRFmOOVlREk8E+3TW1tZlwFX79CEBb8IKSiIv1/ru7rIDEWm2ySm/rEGWORFILeW6p0s3x5QV2hosLF/exSWCQ5axYQv8UiqQS1WIiuUBRjQSSaL78EDjoovbqnCrJYML7/np2vl17Sb19dnf6/piaaGAsb+AcjX6YrYaFqE/xvTCwO/O/Fh3kcrlB+woK3Urg6r0nhp5/S/997L3D//fZl/PwzMGAA8MQT/r914QrlSljU1wODB7M4KY98yQqVK4K6aaoESVBh4cKa8MILQL9+wJIl8u9ra8PvI2jwtredC2HranFUP+IM3o7bYnHvvcAhh2SOATz49v7dd2wsMXkye68S3EC2K1RS+oAcQMIiHxAb5JAhwBtvAP3767crNouFqu5nnsnO1+GH67fXCYs4skKpXKGitFgA4YK3XQuLIK5QugeZKCxUVqF8RXwwDhvGXm3a3VVXAVOnAv/3f/b7N2lTUVksXngBePbZdJyUWB8SFu6Dt/n/cx28fdRRLOD/nHPk37sQFqoYi1y6QhWDxSJuYXHWWcBrr8kD5Pn6n346G0sccQR7r+tfRFeouI8xh5CwyEd+/NHsd2SxYJj6cIvCIqhbg6vg7ahdoUwsFkkTFibotqmry3SFqqlJ/18IwsIkhbAfq1aZ/9a0r9AJ2vbt0/+HuV/Wr8/+LCmuUIWabtZFjEVYVO2VFxYuEqDElW4234VF0rNC8f1Gc0k+I77v4p8XgP6ciWWZHGOBiA8SFvlIEOtDMVssTAenSbZY8GXyD0xbbGMsbMsUHyJBHophhZmu/jU1mRaLYhEWuSJsjIVMHITZd1LSzSalX3WdFSpOVygP1eQF308GnYwJGmPhfe9isB6HK1SuF8iLs9/6/PP0/6L7EmAesC0eg3gOTWIsCsEdFyQs8pOozbCFZrEwHTDywmLjxmhW3raZpYlaWJikmzVpa/nmCsXXycXgw4T164G99mJuRlGSqwHsFVcAe+9tnhpb1+74tRBkPs4ezz0H7Lijeq0fl8IiKPmUbtaFK1QSskKJfcx11wG7756ZyMC7tx95BNhpJ+Crr8zKDmqxkP0uCa5Qp54KHHaYvD3meh0LHr/9XXMNsMcewLp17P3KlcCuuwK33Ra+fp99lv5f1oZNhYX4Oz+hIfvspJOYm1VSJiICQsIiH4kyI0WeN2gppp1kroO3/eqlGrBHHWNh+4DRpeNLygJ5HrW1mcedK4vFQw8BH3wAXHttdPsAcjfz989/ArNnA489lvl5kOBt/r1OWBx7LJtdPO4483omJcbCj6S7Qpmkm41rHQuxjxk9Gpg3D7jrrvRn3gTCKaewgeSIEWZlB42x8NqPC2HrSlg0NgIPPwy8/HI6vb34vez/sJj0q37n8+qrgblzgfvuY+9HjwY++QS46KLQ1cOKFen/ZRbToBYLv/eysp97jgWGf/ONep95AAmLfED3INZBFguG6cwcn25WjLGwOX+6gTn/EPSrlyrjRC6FRdwWC9euUHV1mWXyFgvZA9DVAEj0zY0KFwMCm2M2naXW3RP8e52w8PBmLU2IarCkImiMRa5wEWORlOBtD1Ufww8SGxuDWVfCZoVyHWMRph359ev5ELztXYNly4LXR7dvl8JCNW7jr2eQGMI8gIRFPuBCWLi0WLj6jQ2pVPAyXcRYROEKZSMs+AFLmEGqrSuUrcXCdYxFFOtYqISFTLC5CIa2IUw7B3Lvqyxe7yBWMP49L+5dkBSLBblCqcuLSliIbZO/v/k4Kx7dszZIMLjtYF12/9tMRunwSyMeVYxFFMHba9YErk4Wfm1Yd8516WZV/ZxuGw9V+8wTSFjkI7lMdSeyahWw5ZbAhReqf3P55UBlpbtZhVSK5Zjeay/zm5wnSmERxlfVr14q9wNXwkLl83nQQfI6mJSZDzEWfPl+rlCyc7RmDfC73wFnn+1fFw+Tem/cCOy8M3D00ebliuR6ZtzEj1j8nSqoEQgnLJIWvB00K1SUs5hRrmNhIyxcWnNUgzDxfuaFgWybF19kq9W/+KK8bvz2UcRYpFLAn/4E7L+/+nkTxl2T31bWvvPBYuHhcgIilxaLyy/3t5ID+es18hskLPKRKC0WftxxB0vfevvt6t/ceCOwfDlw661u9tnQwPLqz5mjD7oLKyw2bkz/b5oVyk9YiN8n3WJRVwcsXiyvg0mZSXeFqq8P7wr1wANsUa577rGvm44XXmD+3y+8ELyMXLtCmWJqsTBp2zYP3VwN2D1U7pM25zRMcgY/XLhCqY7Rpt4un02qPkY8Pj+LxZFHskmDI4+Ul8G3zSAeAH7brFgBvPsu8M47wOrV6c9duc74pRGPM8bCdH9evaMSFjJxrKu/bYzFjTdmfqa6nklxnQwICYt8IKgrVJDZulRK/+C2eai7MueF7eRMO2MxX7XJOhZ+AVlhLBaqQVHUFguepFksTLCxBPkJC5OAO1fw2UmCErewCOsKZXJugwqLJFss+P1FmZ3MtSuU7t43LS8qYSFi4golkkuLBf89f0yuXKGSZrEIY7WKyhUqjMUiSFYoVdl5HntBwiIfictiYWPqBoAWLcx/qwrIXLfOPJg4rMVCnJ0yEQiysvMtxkJ3fhsbmSVHN2jIZYxF2KxQgHoWUjag461YpuUHhc/UEvR+NdnOJvhZhq4fUInVtWvVv4kywFpVdiplv2aGuE1jY/a54NsGf55tXKGiEBb19awt89fBtSuUjbDQCT6//kZEJSzEc84LA9lCaH5lRB1jwZfJH5MrVyhdP//rr3bHZ9OHqOoc5r53abHgj9WlsDCZpFOVzV+PMGv7xESswmLGjBk44ogjUFlZiZKSEkyaNCnj+2effRYDBgxAx44dUVJSgvnz52eVsXHjRpxzzjno2LEjNtlkEwwePBgr+PRhhUiUMRYqi8XKlUC7dnbpMk2FxQsvsNV3r78+8/ObbmKfP/20WTlhhQX/O9N1LGwtFjYzhiphIRvsmiI7pj/9Sf379euBigqW+92kzCS4Qvk9fE1jLOrqgM03z94+iLAwEUQLF4bbB6AOyOfhV7q25eefgbIy+XeqwPNjjsnMNx/WYqHCJsbiL39hC/N9+ql5+X/+M9vGu059+7I+ceXK9G/4+u+9t75uPPx2UbhC7bADW/zruefk+/TDxBXKTxDpRJ5HTQ3QsSOwzTbmdeP7GN0suF+MhQyxbh5BLBZ+bUBVpitXKJUFvqqK9fG8m7Hu+KZMYX3ALbeY7dfEYmHrCuXSVShM8HZYi4XqWbXrrsBWW7H7dZNNgBtuUNchgcQqLNavX49evXph7Nixyu/3228/3Cj6pXFceOGFePHFFzFx4kS89dZbWLp0KY499tioqpwM4rBYPPOM/Tams0LDh7PXUaMyP7/sMvZ6yilm5bi2WKg6YhthoZu1SIor1MyZ6t/Pncv29+WXZmWKx5R0Vyj+Goud/KJF8sFSVBYL3q/apbBobHT3IH7+eXO/YO/988/rf+fKYmEjLB5/nL2q4sBkQnDCBPbqrY/w9tvslZ8QCzqjzLezKCwWixZlf5Zri4WJsPjiCza4W7LEvM3yfYyuDvwst0xYtGyZ/ZnKbTJqi4Xq/LgSFnw5U6dmi1ldXY85htXp4ovt96vaR5wxBa5cocTj9Iu58Ct7xQpgyBD2/5VXqn+XQAxHftEwaNAgDBo0SPn9X/7yFwDAd999J/2+qqoKDzzwACZMmICDfstk89BDD6Fnz554//33sc8++zivcywEjbEIcuP6xVjYYGqx8Bt8Nm+efthG6QolDt6jcIVyYbGIMnhbxGWMhWnb0p0jW1co2T5Vs6ymg8KohAVviQo6uJTdA7Zl6e4x3VoFooBpbJQP4KKyWMjwmxU1mSUWadcu872JD7xf/xulsFAdowthYRNj0dCQnmxSWRbExBgm9zt//nXnjvdkkLXLVq2yB9iqPjiKOEfV8zqou5mITTYvXV1tLeaqOoexWPA0NgabwJLt26WwMBm32YwB8oi8jrGYO3cu6urq0L9//6bPevToga222gozdbOw+U6UrlBBWLxY3nmYWixMhIUJUcZYeGUvW6Y2ia9ezWbFdIN33ey+iImw+O47//aweHF6X6bxKrLfmJxfXYyFaRs0jVEx2V5WZ5Ww8P5fssQ8psQUk/PgJyxkx/L99+k4mB9/lJddX+9/3pYuNRsw6OIrVq40GyzohIWp2P3+e/1vvHr41Ud1LXXna5NNMt+XlrKyv/suuLDgB7Q6Vyh+P37nYOlS1ictXSr/XlbXpUvlExeqAZTNoFd1X9tYg2WYCgvPwgSohYWITdIOv98FtVi4Et6q6yYbTKvq6tfmZLh0hZIRVoi7coUS62HiCmVjXc8j8lpYLF++HC1btkRFRUXG5507d8by5cuV29XU1KC6ujrjLzGYDJyCzJYEtVj4bTd1Ksvpf8QR2d+5sljwD4EgCt6FxSKVAr79lq3PcdVV2dt4vsEVFfoVWl26Qv33v0D37sA556jLePlldn2OOiq7HJNOy8QMb2qxCCLwgjxI/VZM17lCzZjBfFsHDFCXH3ZWXRew52EiLCZMALbeGjj1VObPv+WWmXEaHvX1+vtm0SJgiy30cTSyOopssUXmWjCq9hXGPRBgqay33hp46in1b7wygwoLEb4cmbC46CJ2L6pSELuyWJxzDttP8+bsHKjiz774gl2Pjh2Bbt3kvxHPh7fNLrtk/1bVD7iOsQgiLPjng85dacwY+TYeNsIiCq8B1flxJSxUk1qywbSsrk8/zdqch6lng2tXKF3sTBByZbFQTfroyNPsUHktLIIyZswYlJeXN/11U3W8cWBi0sulxUI288dz553sdcoU9srfCFFYLHQ3WlizoS7GorEReOkl9TZ8AKducOXSYjFyJHvVrafgBc16dQ9jscgXYSF7YPEDCZ2w8Pzn33gjvAVMheph4je4FNvSNdew10cfBT7+mP3/yivm+/N49VX2+u23+t8BemEBsAU0PaKyWHj885+Z72Uiwq9sU4sFf9wyV6j//If9rwoGdyUsxo3LfM8Plnn4IG0V4vnwtpGtFSTeU97xBLVYmEx6hbVYmK4/4CETFmHdyGzatur8JMVi8a9/Zb5PpcwG9a6Dt8XfuhQWMmudqxiLIBaLPCWvhUWXLl1QW1uLNUJO4xUrVqBLly7K7UaOHImqqqqmvyVLlkRcUwtkg+xcx1ioypAhBrzxHbvLGAuPKG9EP4uFbvbbdNbMZYxFELEYJsYiDmERxBVKVhbfTlUB23V1ZvErYfycAf+4HK8uImJbkp0LfkaRL0t33jp0yKyHrq+wSTkdRFjY3N8mkwxBYyxE+MmC1q0zv3MxGRQ0xiKMq4RfekzdfmSulX71NnGF4s9lWGGhq49sMCoL3g5rsbAZPKvOTxQxFvz/psJC1s5/+sl/vy7TzZaUZLfbMDGHQOY1sk3WYSMswlhM84y8Fha77747WrRogenTpzd9tnDhQixevBh9+vRRbteqVSuUlZVl/CUGkzR4UVssZOZo1cBE7IxVucI/+igz6w1PXBaL2lqWEam+nvkWf/55+jtZ8LauY+Cvmy4tod8g6rPPmKsHoD4eV8LC5HzxAY+qB4TrGIswM3SqwRLfTlUuR/X1Zqvrho2x4M/R998zS4E4YDdZrE92T8o+83OF2nTT9P8//yzf76xZ7Ly5EBa6iRKbNm3ywDcRFvX1rB+oq2MxVDKrA59RiJ+xB9wIC9MYC5EwwsJmW7H+Xvu0GfTaukKZ9vV838vfz7rzKBtA2rhC1dWxNuN3rWwm9+KyWJgGb8v6Fj9h0dhoJs5Mn90lJdntTHUNfv45bcn1q6NHGGEhbmsyIRx2kiqhxCos1q1bh/nz5zetT7Fo0SLMnz8fixcvBgCsXr0a8+fPx2e/rUi7cOFCzJ8/vyl+ory8HGeccQYuuugivPHGG5g7dy5OO+009OnTJ38zQkXlCpUri4VMWMycCey2G/P1l2ETY+FSWJxzDrDvvsDllzPfYr6TFNexAPQznnynqxMWOleo779nfu5du7L3quPxgmyDDCrEzCY258zEYiH+JojFwsZdTEQMQJZZLPgHqWi9MEkpaSvOVNvX1zMLw7bbZj+gTYO3dXXz0D28Skoyr5FsoHDHHcA++7A4HT9XKJ6oLRY6VwObGItLLmH9wHnnsfUTdt452y2Mt1g0NGSWla8WC5ttVf1YXK5QfFl838vfv7rzGFZYXHEFazNnnaXeBxDcFUp1T7iKsfBzhZIddxCLhenzOsyEgkpYdO0K9OoFfPihvjzxXIvH7ip4mywWuWHOnDno3bs3evfuDQC46KKL0Lt3b4wePRoA8MILL6B379447LDDAABDhgxB7969MY7zM73ttttw+OGHY/Dgwdh///3RpUsXPPvss7k/mDC4fkjJyg1rsVDtUxQWMrOk59+vWq3TVli4SsF2//3sVbbQT3199oNS1gnIzk9Qi8WcOZnvdbNluu95xFkmceVgFzPESXKFEge+3jni66ETFiaLYNm6k/H14PfJ11XMtmISYyE7F7JzrHOFEl0LZAMFL+5k6lQ7YaG63q5iLFxYLBoagNtvZ/+PG5cWpq+/nvk7UVjw7aa0FNhsM31dkygsXLhC+c32qvZnYrHQHZt4/mV18Aac++2Xvb1sMGoTY/Hii+x1/Hh1HcXtXcRYhJnhVq1jEcYVys8NSRfDZDrx6TfQVwkLry1Mnaqvo3isYjs2FRZ+E5FFFGMR6zoWffv2RUrToE499VSceuqp2jJat26NsWPHKhfZywv4hixzhcqnGIsgiwjZukKZuliY4qWL5GloyB6MyTp1r2Pg983PmruKsZDVI8igQnTpcOHTrhMWJtuLhDH9qywW/LlUuULV1WW2X1MLjYn7omzWka+TKLqDCgvZ+de5QoltX0wZK9YzCleoKCwWsuBiVzEWnvuUR2kpy77EB67bknRXKPG33vGb3vtiGSqLhUth4f3fvj3wt79lJrnws1ikUqwuYSexXMdY5MpiYSos/OqjahPiubWxTpm6QpkiExb8uMbU6uIn1MliQeQUvpMzsVj4dVCrV7PVYPnZhI0bWdYPIdDdaF8zZsjTWKZS2QHab75pXk8P8ZjXrQN4q5MoLHRZJqZMsc+1LatnfX32fnQWC74MfnDb2AhMmwZ88012Gfz/774LfPJJZtk2FgvZ9RH58MPMAdI336QzApkQJMaCr+Mzz5gNTMM8SFUWC5VPsc5iEcT1S4XsHOlmDYMGb6uEhQo/i8ULL2RmPPOyv5kQxBUqDouFHytWAI89lrmNOBnUsaO+DN0AVbTCxmWx0CHWf8GC7P27WMeCp7GRrdnh9VHV1ewZtnGjejJOJtCaNcsW/972P/zALOqpVKawsLEK6wgaY2EiLD76iLkZmxI2K5RsbOKV+dVX2VY+cZ88osVC14517sRANMJCtz+eN95I/+8dayrF2pSYFKiIYixitVgQv8HfGGFWkPQ46CDW6fBccQXbzz772HVGCxcCBxwg/66hIVPZL1kCnH56+n1Qi8Wf/ww8/3z6vegKpeqEXn0VePhhu32raGjIrpepKxQvLN5/Hzj44PRvZA+JZcuyzfU6ly+v4+PL6tHD/5j/8IfM9UZefdVOWKg6WFWWJSCzTuecw4KAvWtksh9bVyiVxcJEWNTW5lZY8Ps2ERZhLBYqxAf8qlWZ18xb/yQIUVssciUsdt450xohukKVlLD1a3ToBk7iwCgui4WNK9QBB2T3Z1EIi+7d2f+vv87SC0+bxqwPXqplIPM+kFksSkuzhYV3jnv0YPfexInZCR5atnQrLFy4QvHWzt12Y////HNmZjcVYV2hdK6XO+zAXj/6CNh1V/l+xLJMg7f9JvjCCgtx3ybCokULJqZGjMj+3cSJwIknZm9DFgsip/ANWXbz2mZPEEUFkL753n/ff3u+Dr8FzksRhcW772Z+H9RiwYsKwNxioVkU0RqZxULnCsUfKz84FX1QZYPS777LLre21k5YmMJnebIliCuUeAyPPOK/H91AM2iMhepc8ffeunXRCQvZQ53/TFyk03WMhQrRYuFyBk0Vw+PKYmEyy2mSFcqvTYkuTqKwAPzL0PXba9fq3+sIMzAJe67F62uzQJ7qmaa6XjNmMFEBAA89ZLYWDG+xEJ8x3u+8QfVzz2U+y0wTZMjiMniCCgvVdt5x82Lgl1/05fqVLzuXpsHb4ra/JeLRlg0Et1jI0s36CQu/MVMQi0Xz5plZJIH0saom64ooxoKERRLgG7JfQwszQ2WCibuFhygsvvxSX5YK2+DtqM+Btx8TYeHnCqX6vbcPFTphYRNjIV4/3q3FlrCuUKa4jLGwERbV1ZkPKdU2UVgsTISFyb0pq49OLIgxFo2N7pIjNDbqrXyy92EsFrIBqomwMF3Ik99GdCuxGTSKiNdefO9Xl6CEcYUC2ODWtcXCb6YeYLPFKrceWVYomcVCvL9++UUeh+V3L4irsIsEdYXyOw98GzFdL0plsTCNPTKJsTDNqGQTY6GK7/GIwxWqRYvs/lcWO6fbD1CwrlAkLJKAX8Bo0LRsUdPQkNmpXXVV5veyWUMZfsJCzG1u+kCsrQXuvdfstyL19f6+nYC/K5Tq9wALJvz2W/n5MbFY+JmP778/W+yFtVh8+GGmv7n3uUd9PXOfu/9+tTuXVzdVXIjpTJa3fs2CBWwWM5UC7rsv8zderI6qHHFwb2KxEB/Q9fXyc80jEyN8OXxQvfidh3cMr73GVtiOIsbCZf+iEhY6V6gwMRZ8uV4bNXGFshUWYozFXXf5zxp/+CHLICS7H8IIC1UfYCIOw1os7rgj8xoEzQplEk/At+HmzTP35W3z2WeZAdq6GAtxMPrLL/LJIb/z2K4d+8348ZmeAkuWAF9/bffsVoklP2ERZHLD756zjbHwEM+XafC2qStUkAXyZs8Gnnwy/f7114HJk9Pvg1osVMldbO7JArVYBIqxmDdvHlq0aIFddtkFAPD888/joYcewo477oirr74aLWUrWBJqTDLReEQhLMQb3HTG0s964MpiIQ7kTM/BnXcCF19s9lsRmYCRXRuZK5ROWPBlPP00+xNdyAAzYaHjgQfkOdZt0oWKNDSwOA0A6NIF6N8//Tn/mx492P+qtnT//cBf/5r+jWw/sv+BzM68f392nn7rhzBvXrboGTYM6NfPrbAQLYz33Qecfbb6eMSyZBYLUVioXKHq64FDDmHvu3TR70dXloeNS4It4sy+ah9BLRa6ci68kLVVv2PzJkds0+jyx8UHcKrYsAE47TS560wYYeHSFcomxgIArrySrfthsr1Yhq0rFH++RYuFdw522ilzf7zFQuUK5fHLL0BlZfq9qcWiXTuW0OC007K/2377dL8AuImx8I6b7y9MZ71VwsV0wOvaYhHEFUpWpp/F4tln2d+22wK7786eBwBzne7c2Z2wCDJ2K1BhEchicdZZZ+HL32bnvv32WwwZMgRt27bFxIkTcemllzqtYFHAP9TiFhbiez9XKJMASj/8hIUovExvxvfeM/udDNMYC5nFQjeDYnpOTFyhdNgE6JvCnw8vK4z4OV+3OXPkx+BXN5uBJu9r/Mwz8t8sXuxWWIjt0eRc+8VYiGJU5QrF71sWU2RrseDr4+3DFbJYBMBdjIV4fcRtFyzIjSuUDc89l/2ZKCrF9zxifxyVK5RJqkwgeyFB0/1F5QrFY5IVykO0WJjGsbVrJ1+pXVY3FzEWMouFaVtUTdiYDnijtFjkwhXqq68yf+tlwHPpCqXrP4vIYhFIWHz55ZfY7beMBBMnTsT++++PCRMmYPz48XhG9XAn1PCDoziEhTiwMN1H0i0W7dub/U6GbD8uLBayusvEW1iLhYvsYiLiqt0eKmHRpo15ECCPzcOYF+WqlJ+1teYxFio/ZLE8/jcmA1PZOeI/E8WozmKhw1ZYiPd7LmIsosoKJbtfo3KFCiosZO5/NhYL0RsgzLWyGcyp9mPTx5oIC9W9r7NY+N3buqxQHmKMhWm62U02Adq2VX8fNMYiClcoE1cr2W89TFwvg1oscpEVqlmzzH5WFX9nIiwaG+XnQ9d/2sa/5TGBRh+pVAqNv12MadOm4dBDDwUAdOvWDavCLBJUrPDCgm9ozz8P3H13ZkP9bVXyLF57Lb2CrC26h4jOYjFqFHD11eblqvAbaIquJ6YdqS6wzq8M03Us7r6bvZr4i6ZSdvEhSRMW11+f/j8qYfHuu8ANN6TfL1zIXNo8xPZ4223p/1WDnLo6M4uFOFNsKiz8Fshbtgy49db0+4ULWTwSH+9iIixSKffCQhz8u5y4ePLJaC0WunKAaIWFzVoTPGGFhRioK7bRt98G/vUv8xiLe+5JryKtK1d1XcrK/PcjKyOMK1TLlsATT/jXzUOXFYp/z5fj3eN+57F1a/angnfNVNXzyy9Zf/Dzz+nPvP2uXMlczjy+/hoYOTLT9SqIxcJvUC8rM4grlN+khqw+ImL/EFRYlJbK3c6DpJttbDSz4Ph9V6AWi0AxFnvssQeuv/569O/fH2+99Rbu+S1gatGiRejcubPTChYFfF59zy+9pAQ4+mj2GT8jwg9QeDy/ay+3tQ06i4WuY/ULjJZlZpFhKyxMOxJRWPD78VuozdQV6qGHAFP3P1lAOCD/LInCgnfjCCMsdANxcT0PADjvPOYbu+++2d/9f3vnHV5Vkf7x702BhCSEHhKKhCK9KciCLjYEEVhRLCiy2P0poIiKIEVFkJW1sKiIHRWwrAVdVmER7LqIICqiWBYBC6AiRFoCyf39cTy5c+fOnDNzyj3nJu/nefLkllPmnjNnZr7zlvn738VlYlEVFvyAzs7FAlAbmJ51Vvz7UaOM/82axT7zymKhG2NRUeFfjMW0aWLf8zBZLJLtCiVykzTrXcOGhnuGjsWC/019+xr/O3WyL8v69fLYIFVh4dR1zY0rVHm5IZ5Uy6CSFYo/jqrFIhq1dn1l+xlZObt3N7Zj76257TnnxJf1hhsS93cSY2E3mSC6Pk5coawsFk6EhWhyzqnFwnztpcWChAUAhxaLe+65B+vWrcOYMWMwefJktG7dGgDw/PPPo4+o8yes4ReoKS+P/0xltWKTzZv1z29lsXA6Myc6rgxdYaFqFeOFBTuAEC0KxCJyhZJdi19/VZshPHRI3RzqNsbCD2Ehw0thIYNfxVSElUuEiiuU6DkUwQsLu3SPslgf9jf5KSwOH068D2b2LL6j9trVUjToSlaMBf8My4SF7rPixhVKhGkpM4WmVYwFX9dk10uWcY1Fx/3ETVskOqausGDPw8d1OLFYiAajbD+rGmPB99VWyK6heV62TOa2b71lf1y3Fgs3rlBuLBZOXKFEbaDqGIW3WMjWKnEjLKyEglXf36qVfL8UxJHFomvXrvjss88SPv/73/+ODN3ZH0I8oHG63oATBWxlsXAjLLyKseCFhRl0ZQcvLNjfadcZiCwWspmR9HS1AZFsgKsrLGT3xLR0AfqDpbp1DZP+Tz+pbS+zWLAxD05jLESY57ByzVOxMPBYdXxeuUKpkExXqPR0YNAg4zVvsdDJCqeCirCQ1SU77FyheH9nmSuUrkjwWliYFopmzYzMZm4sFiZu76GqxcKpsFAREzJhoRpYbiKyWJjWrKys2ACTdU1UdYXSERZu3PyscGuxcOMK5TR4m29n3LhCqY5RKiri2yOzr/LaYqEjws1jt2kDfPuteL8UxNG0ZsuWLfEr6w/4BwcPHsSR5tLuhDq8RUJn8FxREW8edTLj6LfFQscVSvTwsWU4fFj92ljN7tlZgUSxHDKTd0aGWkd+1VXi1LKi3zxmjLxRPnRIfD729+kO3kWdrxXmuR59FLjtttjn7KrBq1YZPt88Tgbi5vmcCAsrVwUnwoLPHOXFZApfRllsglOLBXvd0tJi7/2MsQDEos6su/v2Gc+EuaKy7PxffAFcfrn8OLJ9VWMs7PLg81RUuGsXeUwh0bRp/HsRqsJC9z5ef3183MLatcY1NzOPqVj87DCP8dxz8WnAZSJDlsWIZ9WqmNuwCFFWKAC49db4RBvsZJ6qK9SmTdZxhiz8Nfz8c3G9VjkvC98mbNlipNnms1XpWCzWrzfKxlpVvUw3y09gXnWVESfK8tNPRhnWrYsvK3/Mt9820pe/+KJxHJnQKyuLf9bdWixE9+iGG/REuHlsuxXcAeCpp+y3CQmOesTvvvsO5YKLXVpaiu+//951oaodIouF6uD5X/8C7rwzfl9d/LJYOHGFEnWqTi0WIsFkzuqrWCz4/a2EhcpvXbxYfi6eDRtii7uJkDV2ZgeqO3iXdb4yzEb10kvjP2cXChOl1nRSNvZ8VjgRFrqmayBR6HphsVBJN8tbF0TIhDl7/VjXEFFWKC+xsljMnBm/oBkgvuZ9+gC7d9ufS5RsQSXGQnflXq8tFnv3Gv/NdUnMFa1FAznV3Pm6Fou77op/b+b6//574NVXvbVYnHtu/Oe6MRY8u3YZiU5kiNaxAAxhwcK62KoKix9/tP6ehb+GPXrIMwi6sVhcdZVxzxYsSGyrRMcXneuzz4y/r74C3nzT+EzFsqFqseAH5hs3GnGi7GeXXGIsBMoueiqaXFm2zPj/4IPG/9q1gVmzEs9ZVhb/rKtaLGSTPKI6+dhjRqyUCCthkZ4OHHOMsZifjL/+FRg5Uv59iNASFq+88krl6+XLlyM/P7/yfXl5OVauXIni4mLvSlddcOMKxbuuOBEWVq4Quh3olVcC//yn0Ug7cYUS+RfzwkL12sgGEunpajEWqhYLVVcoGbJrvGuX3j5sGaxm9kU4FRY8KqLPyUBcpV47ERZOzsnPpHphseAHt367QsmshMkUFiLTv+j8KqJCtK9fFgsrYbF4MXD++XrHM4+VkxP/mWihWVUXJa/c2UyXZx23zObNjUUw+/eP/1xFBKm4QtmRlxdvOdVt24DY8+jl88BfQ9205DL4a2PGoPCf6wRvm2zcKN5H9pmqxUJlkoRdK4ndz64v+PprcX2VWSzsskLpTvLI+kCrtjk93bDYtGsnXp8oxdDqEYf+YW6MRCIYZWY2+YPMzEy0aNECd/EzH4Q9blyhdP1NRfADJTcWi+xsYOBAw2znxGJhFbhols+pxcL8LD3dWVYo2cwmP+uri6yhtEqXa5fVRNcVyknnK2q8Ve6NkxgLFVcoszzduwMffxz73KoDVzknj5WwYONcdPB7HQveFUomLJIRY2EeXzf40Q6nwkLXYmF1H+rVMzKYrV2rfjzzN7NpS8vK1ISFl/fKCpVnwaRuXeCUU9SPoRu8bceoUcB998Xe67p5AuoWCx10+giVSQQTfrs2bYAvv4yd03zWVYLnedg+SGXSwmmMhQjRhI2KsBBNCgLOLRaytli3rbISZunpQH4+cNpphtUjxdHq4SsqKlBRUYHmzZtj586dle8rKipQWlqKTZs2YfDgwX6VterixhWKTz+rU9kPHjTS2bEVme+MdYUF72ahQjKFhXl9nGSFEsULAMDgwcbqzk6RNb7sDCaPnbBIhiuUqK6p3HPReaJRw9olQ6VTNsvDCxe/LRbs73HqOvjDD/HvnVosRGXmXaHYGAsg0WLh5WBqyJDEz6xEohuBLhIWohlw9vdZLZ4oo7xcfp/5a6t6PCBeWMiOL3L38hM2Fkd3Hx4Vi4VMWOg8V7y/uigrlB2//WakidYRiHboBm8L4liF8NeVTWM9eXLstY4rlAkrLLy2WPgpLES/qbTUWYyFaOLBibAQtd2mK6j5W71wqw0Bjmz4m52kNCXkiCwWqub/b75J3FeVZ5813Jb++c/4/d1YLNLT9TsjtiNiTdgiysutXYRYZBYLwJkrlIxt29z5PsoGi1YLL9m5QjmxWOi49OjMqInOxfPGG8D8+fJ9VOqSbMDq1GLhxBVKNtOsi+i5O3zYmbDgO8ZIJByuUH5bLPjBi/k9ux2bxUwVK1coJ8LCPJaKsBD9xmTADwLT0+X3Svb7rWavRa/Z36aaeQlIFBZOLBZ33qme1lwVHcEejar3c1ZWg0WLYvEGsmB4qzrELjrqtcXCru6K0nirWG1lwsJri4Xusycq91dfGf9VYyOdWsSTjGPn4JUrV2LlypWVlguWx6qAKSepiCwWTmc+dTpmlSXpdcuRkaFvsWDrj90g0El6vw4dYr6i5mcqa4PouEjYCSIrrALcZATtCuWVsDBN9evXW++j4gplbsP/dnbw2LMnsGaNWjmdCgsvEN3fQ4ecuULxzxQvLNhzJWOgarYLojrqtcXCTlg4EZ1Wgxs3FouMDOPv8GF1i0WyXaFuuw0YNgy45hpgxQq9Y7iJsRC1+S1aAN99l/g5PyHjxM3Ta1EB6FssrLKDsVit68B+J5tAUHWFklksZMJQto+5XRCuUF5ZLGQWeyus2m5VYXH4sP26SSHAUbrZW2+9Ff3798fKlSvxyy+/4Lfffov7IzQJSliIKqgfFgu7BoQ9n53biqqwYGdEjjoqfn9A7RheDRLtkDU4Vg2R6L6w997vdLNOGlb2XCbmb7Rb0EtHWPDbsCKyZ0+1MgLWZnx2G/Z8QQsLUZlFwiJZrlAikmWxkAkL9hw6i4+yx/VDWKSnx6xdsnoUtLDIywPat7duK/ywWIju09FHi48nsljotod+DN50Yyzs3IJN+OvKr7Nj91rVFUpmsbASFk7SeZvILBZOXaGCjrGwuhaqrlBeprn2EUcWi/nz52PBggUYmSKpr0KPyBXKaQXSmUUWDa55E+U99+id30mMBfuA2rkmlJerDQaWLAFuusl4zc58qLpCAckTFqqzkywXXZT4WSpaLA4dAi6+2DDZW6HSKctmwtn6opIv3ETVYsGWja0zn35qpEx0gixtrF1nJrKc8c+UlStUMgaqVudItsXCCY8+KrdQOhnEssLCHEyxbcL+/caChqedJr7/f/qTkZq6qEjvvCrwk0QqC3DKhIWsnfvxRyOl8OWXA2xWSfa3itpr2bMsirHQtVhkZno/iLv7bqMvuuMO+229sljs3Glk51q61FmMRV6ecX+GDQP++1/xub0WFhdeaFwnp65QK1caafh5ZsyIf89bLEz3vmS6QpmoWixSRFg4sliUlZWhT58+Xpel+iKyWDgdtOkEqsoG124qr5MYCz9coc48M/aabaDMxszJTKVfyO6Z1SDSzC3OkuysUF4Ii2++sRcVgF6MhZWwsIpbUT2nqrAYNgz46CP187GInsGyMmfX3M4VqqpYLESBzaIBlBfuXs89J/7cTYwFO5hi7//8+cbzPmGC+PqsXg2MG6d3Tl140a4iLIYPN/5nZxv/ZXV3yhTggw+MyRIdVyiZsPDCFcqLOCkRs2erbeeVsAAMl7UXXnCeFWriRLGoABKfMVVXKNl3O3YATzxhiHfRPVe1FFxwgf025oSLWWazPqm4QgHqbbH5rKgIC7s4x6osLC699FIsli32RejzwguG37dZudxYLHSEhWxw7WbxpzDFWLBl4s+leww/kf1m3UFWqlgs2LKp+rjLBoPssWQDVnbGXmfAoGqxYN+zndCOHern4nHqCmXyf/8Xs9iJLBbsNeJjLPwQFi1aGO2ceQ6zHDy6g36rdLJ+WSys8MMVil23R1Yn/U6owot2lfZl0SLjGTjpJOO9St3VCd5WFRZOrEi6a9PUqaO3vR3RqHNhIRoI793rbB2LGjXiFz0VndtLiwVbFln74FUmNN5iIRMWsrGY6hjN7FerkcXCkSvUwYMH8dBDD+H1119Hly5dkMmZrO7mU6AS1rRubfyvW9cIGvNbWNitPu3WYmE24n5YLA4e1B/QmlYU1s0rTMJC5v7lRljo7ptMYcGiegxRvE6jRkb2NH4xK5nFIi1Nz3farSuUG2TCQvWZysoCCguN17oWCz9SmDZsGBvwebmOxaFDscG4k6xQXuNWWIgsFubK3Oy2PH7FNspcoVRiLNLSjGfUHKS7ERaiSTCZsOCfcScWC90U1UVF6pkcVaiocB5jIcsoJxMTVs+DXRYiry0W7H2SJXfwqn3iYyx0hYVq35WRYe/Gqhpj4UWfmwQcWSw+/fRTdOvWDWlpadiwYQM+/vjjyr/1dtldCDlmperUCVi+3NkxVBrEG24wOuOZM8Xfu6m8rCuU3cznZ58ZObffeiv2mV2MhZPsS2xgchhdofwQFrqDp2QKCyfJAa67znD54Ge02E5PNhPO1i8vLBa8gGO3c7pmBo/ougwaBLz/vtr+aWkxFxTdGAs/Bt7shMOOHcZkyhNPJG6ne27zOr3/PjBnTvx3qWaxkLlCsZMgsrKrpiZ1whdfAC+9ZLzWcYUyMQdNKs+6TFiI+hKZWyPfjjlJN6ubhljHxXL5cqBpU+tt+vePrXpux5gxRvyNeY1UrJ2TJgGnnmr/vJtZ+2SUlBjjFRO3Fgv2M9Fz5NWEFiC3WPzrX8b9ef11471ssogsFlIcWSzeeOMNr8tBAN4sjqIysLFbHd1ri4VMYJx/PvD99/Gf2VksTPOwVR51HtYUHkaLhR+uUG4tFmbaS6tzeSEsdGb4zzzTCPI04TsemcWC/d4LiwW/jez3uMk3LnsGzZz0drDCQjfdrN3Ae8gQo/M99ljgvffUypOREbse27bJt3OaaeXUU8XHYtsec1IibMLC/A0yVyi2rUq2xQIwYjtMnAgL85lTaS902jCZxYLvR50skKfbtukkhRDVVRGm66AKr71meDs0bChuU0Vr4CxfbjwTdskURPX5qquAefMSg6T5Y1k9ayoZ7ETl8cpiYY6VeGHxySfG/1NOMX4PuUJp48hiQfhEsoSFHW5jLFQtFj/+mPiZqrCwWpWaR1dY8A2p3wvShMEVip/VU6mLTht4tpw6M4N798bXKZmwsLpfOs+YW2HhBrcdSCQSm0W1i7HgXaHsBt7nnWe0MxdeqF4eNvbKCt1Bv3mPRJZM3v/755+dnUMHP7JCqVgs/CISiRfjbiwW/P0QwX7vlbBwYrHQRcdi4Rdm3VBxhTIpLbW3WPD3c9UqoEsX8fZuhYXd+MVLYWEehxcWPG5doaqhsHBksTjxxBMRsei8V61a5bhA1RrdgDERXggLry0WsuOJzPd2wsIcQOTkqAe36bpC1agRfx1NH0m/4Ad+deoY/rq6Aq+0NLa+hFtXqIwM67rkNEMR4FxY8D7zfBtktfCaic4zpnINrYK33QRBu61vvMXCfA3ErpsZd6QbY5GWZjwjOoM11Vlj3UGD1fZ8TIopLPyIITHxI8bCS999J9SrF3utEmPB41RY2LUvOhYLv4WFjsXCL8w6IxMWout54IC+sKhVS96OemmxENUV1lJes6a78Y6Zut4cC8jcZJPhCkUxFkC3bt3QtWvXyr8OHTqgrKwM69atQ+fOnZWP8/bbb2PIkCEoKipCJBLBkiVL4r6PRqOYNm0aCgsLkZ2djX79+uHrr7+O22bXrl0YMWIEateujTp16uCSSy7BXjbYLZWoChYLPsZi8WK9tTBULRa1aqkfU9diwTcwXgg+K/jfbP423QFQu3aGe0phof5ghO987eriHXfIU27aYReUabWfVeYrO1coQO8ZU3kOwmqxSEuztliY2wD6FgvV2TUW1pJphVOLhYiysvjByYEDxnMfJlcoVthlZCS6Qr3wgnpcjV+wwsLEaYyF3bVnv/dKWDixIukSBouF2ffLXKFEz8qBA/quUFZCLZmuUG6v+erVQP36xnpDgL7FglyhpDgaMd0jGSjecsstWoP6ffv2oWvXrrj44otxJrvuwB/Mnj0bc+fOxRNPPIHi4mJMnToVAwYMwMaNG5H1R6UaMWIEfvrpJ6xYsQKHDh3CRRddhMsvvzw10+F6sdpn2CwWI0bo7e+3K5Q5ENy6Vb59soUFP/Azf5uTmdUPPjD+v/KK3n4ii4UdsuB/O3SygLHwPvN+u0KpPAdhERbDhsX7ZPMWC9F1M//rBm87ERZ+WSzsVqfnBzo//+zv7LWusGAHSiKLhWghTKtjeU0kEi8szPbXaYyFXRnJYuEcs+/XsVgcPKhvscjI8M9iwY5fZBYLVlioZs4ScehQ/LUS3UOrGAudrFCAddtWxYSFpzL+ggsuwGOPPaa8/cCBAzFjxgycccYZCd9Fo1HMmTMHU6ZMwemnn44uXbrgySefxI8//lhp2fjiiy+wbNkyPPLII+jVqxeOO+443HvvvXjmmWfwo8h/P+x4sShP0BYLuxgLO1O4XflZVyhVWFeoigrgu++sXXD4RjPZFgs3wsJEd4DrRFg4xUtXKLbTM6+XV65QqhYLmSuUG3Sewe+/N7KrsfAxFqL88E4tFuZ+qWaxAIw1IcJksbATFmbKYBX8cvFi7/Ovvxr/ncZYBCEsqkuMhRNh4cQVKlkWC1FbyrpCeX3NRfWJn8xiCcIVqjoKiw8++KDSkuCWzZs3Y/v27ejXr1/lZ/n5+ejVqxc++GNW9oMPPkCdOnXQo0ePym369euHtLQ0rF692pNyJBUvhAXnKpZ07NaxcCssnLhC8WXauNF6e6+EhaoFih9cO3WFYtFtgHRdoUSoPvtuhIXVAkpeWyy2b7ffRmax+OWX5MVYiAbtvMXCSljwWaHs6l2YLBZ2MRYii0UqCAuzHrVrp34sHTHqNO3yL78Y/5MhLOzqgmq6WSdZoXQJQliwcVOAtbDgZ+dNeGsmj1OLxYEDRrINN8JCNBZgnxf+97tFJCys2mGV/gGI1UerBVNV29QUibFwNGLi3Zai0Sh++uknfPTRR5g6daonBdv+x00rKCiI+7ygoKDyu+3bt6NRo0Zx32dkZKBevXqV24goLS1FKVNpS1SDgP3GC2HBrtIaBHbrWJh5sWUuMHauMeZ9c2qxKC838rIDQG5u/OJTJqKOyQm1a8dm+KwIg8WCn9VzIqZq1VJzbXITY6HiCuVVjMVTT9lvwwuL0lJgyRJAYIXVQldY8L+Zj7FQdYXSibHQGaz5nRVKhMinP4zCQhRjYd5/u/UOWHTai8aNrd1BTSIR+4XM7GCtMHZl9CvGoiq6QtWsGT8xYxVjwa9jYWLX/oqeFTuLRTQaWzDw1lvlx3YrLLy+5rrCQrQOjwjzWn37rf021dlikZ+fH/dXr149nHDCCXj11Vdx8803e11Gz5k1a1Zc+ZvxbgRB4YWw8JPBg+23YQcQVhYLmZhTdeXSuVZ88LYZ2Ny4sXh7dlAdibgTFirws/ZmAydqeFUH/G4tFk6FhQpOYyzMTsuEH8B57QqlAu8KVV4OTJwo3vb44401IFRwKywikdiMXmmpeOEpkSuUSoyFU1eoZFssRK5Q+/c7FxZ169pvoxsobOcKpVNWndlMbsJO+bhTphj/U8kVKhkxFkFYLPhzOnGFUhEWOhYL03XI7GPNSTzZtjxsfyDqG7wM3uYRjSlEIk3X+qVS96qYsHDUyz7++ONelyOBxn8M+nbs2IFCxs90x44d6NatW+U2O7kZ+sOHD2PXrl2V+4uYNGkSxo8fX/m+pKQkHOIizMLi6quN1XKXLrXeTsViAcizMqkKC52HmxcWZsMkc1ViH24n6SNNRMJi/HigZ09jLQATXljwqXFZ/vpXY0XWNWuclUmGF65QToSF7gq3VsLCbHS9coVSgbdYlJeL6+YZZwAvvmgsCmlFWppxPC8sFqyrAHud/c4K1auXccy1a+P3URF1TiwWMnEhcoVSyUwk4oQTgLFjjSB5K7yOsdARWjrComFDte3M9NUAMHo00KSJ8Zqvb7fdBpjeCmETFsnICmU3e/7228CgQeL1VpySLGHB10Eroca3H1bZF+2Ct2UWi2TGWIiupdlGq6LS51CMRYy1a9di4cKFWLhwIT7++GOvygQAKC4uRuPGjbFy5crKz0pKSrB69Wr07t0bANC7d2/s3r0ba5kObNWqVaioqECvXr2kx65ZsyZq164d9xcK/BYWubnO91Wd9VGNsZA1aKrCQmeAyLtC2QkLdgDECiVd8vISPxMNsL77LnEbQNwRmGsIeA1fLicz+6ruaU5dofh9+cGCisXCb2FRUSE+h9lp2Q1wzDq5ebN6GUQ+5KwrFBB/nf2OsRAFPFrNcvL76lBeLh+sHToEbNqU+JkTF8PMTLXBqZN0s2Z5ROlmdQYwOr+rQQP1Y7LCx4S/FryVV/SdirDgRboVqWSxyMz03loqi7GQpZsVDUpVhAV/PDuLhWr7nqoxFkFaLKpyjMXOnTsxfPhwvPnmm6hTpw4AYPfu3TjxxBPxzDPPoKHibMjevXvxzTffVL7fvHkz1q9fj3r16qF58+YYN24cZsyYgTZt2lSmmy0qKsLQoUMBAO3bt8epp56Kyy67DPPnz8ehQ4cwZswYDB8+HEVFRU5+WrD4LSxq1xbHFKigOuNoZ7EwP3NrsdAVFk4tFm4C/0SClZ2VNOGvE5salyctzZu0xDz8gDhZrlBuLRaiQZzVwC4ZrlCiumneM7tBJ784owoyV6jMTKMs5eXxz5u5rdMYCztXqKIiYNu2+M9UB3dOLBYyt8rPPzf+WFQGtyLMa2mHmxiLZFosLCz6cbBCzMqiaSUs2N+kY7Gwmp3lVwSXlQUIR4yFH8LCC4uFlUUBEAsLq7EALyx0LRassBD9jmTHWIjcsfwUFnZ1pCpbLMaOHYvff/8dn3/+OXbt2oVdu3Zhw4YNKCkpwdVXX618nI8++gjdu3dH9+7dAQDjx49H9+7dMW3aNADAhAkTMHbsWFx++eXo2bMn9u7di2XLlsVlnlq0aBHatWuHk08+GaeddhqOO+44PPTQQ05+VvD4LSx0MinxqAoLuxiLoF2hdC0W/EBBp4MSCYuMDHthEISwOHgwGFconRgLfl/ZAC5oi4Xo/OZ57QadTu6tzGIBxDpL9jr76Qo1aBBw//3JtVjodLZOXaFUVxpPBVeo665TDwqXCQvZ4pQidCwW7L20+j1WFqT8/Pj3YcgKpVr/3ZyztDR+wUUWleDtvn2Bd96J/15msUiGK5Ts+Ml0hWLXyRgyxEjM4aew4OsuT4oIC0c1fdmyZXj99dfRvn37ys86dOiA+++/H/3791c+zgknnICoRaqzSCSC6dOnY/r06dJt6tWrl5qL4YnwW1joNmzPPw+cdZbxWscVSsViEZQrlIrFwsoVqkYN9Vl2keuZikCzExZ+1BNeWITVYqFSP5ItLFQsFub1FJWtRYuYO5wTYRGJWAuL/fvF19lp8LYsK1RWljwGS3XG34nFQmcfN8LCD1co9tqnpye6QukIC9VBx513AvPnqx9TRViIXO1MnAoLq99uJSx4j4kwrGORLFcoWR0oK7N3hXrttcRjRqP6rlBsv2/lIeF25e1kuEKZQegFBbFFZ/0QFub1tPP2SRFh4UjGV1RUIFPQAWZmZqLCz1R+VR3RgNHLxkj3WGx50tLUXaFUYixkMxmqM9hOc+i7dYVSNb+mpYljDkSuUKJ9AfEMk5ULgBu8sFioxlj89FPstW6MBdtRyRr4ZLtCubVYsIMSp/dWtI4FIM4wZucKZTeYlblC2V13vywWyRIWqhYLnfVL2Kw5rDXz0CEjTz4/g2yFztpNOtnl2HS4Jk6ExWuv2Qcvs4NYK4uF1f3Iy4vvu6pqjIXIYiEbeJaWiq/nH2uCARCL4j17gHffjf9MJ3jbTYyFCDYmKRkWC1NYsO2ynxYLO2GRIjEWjoTFSSedhGuuuSZudesffvgB1157LU4++WTPClftEAkLLx8e0aDFKoUiu70Ti4WVK5Rbi0VQrlB8hyUjPd29sKiqrlAvvhh7rRvzw5qmnbhC1a+vdz47+FlYJxYLtkPTtUbJrAfmtRF1ln65QrH3Q+QK5ZfFQtddyE9hofvcnHBC/L6ssCgsTIxVseKCC9S31REWKjEWbKIKWYzF7t32ZVQVFlYWi0gEYNe3CkNWKD+EBd9WOBEWb70Vey1qT19/PfEzq2fZbYxFkK5QorbXC2GhYsFUFRZV2WJx3333oaSkBC1atECrVq3QqlUrFBcXo6SkBPfee6/XZaw+iCq204xEIvjG75RTgDfeUCuPyIXn+ecT92FjLJwEb6sOEvx0hVK1WFh1FDKXJy9iLPxwhSotTZ4rFMuXX+pt/7//xV7Lng2rZ6ZLFyMt5oQJeueVcfhw/H2SWSyshIWbDtI8nl2MhdW+fFYoL4QFT9gtFnZl03GFcorIFcov+N8rW+FbxRUqPx847bTYe5nFArBPk+2FKxQQP0CzmhS75BLgscesy6SCFzEWjz6qd07+eKWl8nojExYsqnU3O1v+zPltsaioiE1G/ZE4yDNEbaXpQsp7b1jBx/iqiAGzfooySeoeKwQ4ktDNmjXDunXr8Prrr+PLPwYG7du3R79+/TwtXLVDVLHdrL7Mw/skLlgQP7PDY2VOnj/f8A3nsXOFsgveVsVpVii36WbZa5KRIZ9hkfn1OomxOOcc4LnnjNdeuEJFIomiz85iMXiw/RomOquhm7gZQMn82e0a/unTDXes2bOdn9uEH6jKLBZWrlDsc+lkxXT2P/+5qE3h9/FqgTwri0XYYyxq1ZJnlwL0XKGcIgre9gu2DRk1yqh3MpFv1kmZsPjHP6yvjc4khRcWCyBeWFhZLB55BNiwQb18MlRcoezqz3HHqbWz7DFZWItFRkb89bOyZpjo1F1ZvydyDZXhVFiYz6nX1merrFA6FovLLjPuoRmTodKmm8+I3URyiggLrVZw1apV6NChA0pKShCJRHDKKadg7NixGDt2LHr27ImOHTviHR2fUCIe0Uy0l8KCb/zs4iasLBayfdmB+MaNid8/9RSwcCHw22/q5Rah6wrl1GJh5QplNcC3EhZ2wsDcz+wY2AavvNy9sBCVy05YqFjOnAgLNzixWJh4VVbetUa2joXMZQmIFxZOVkwXHde8BqIBj/md0xgLp65QYbFYiM5hZ23zK8aChY+x8BN+8sTq3piDK5mw4CdfZK5QKniRFQqInzDjJ8X48nkRf+GFK5Ru9iq+3Kx4EIkOLywWppVAJixULJ4moufwtdes93n5ZeD7743XyRAWpsVC1xWKvdc6Fgs7UiTGQstiMWfOHFx22WXCBeXy8/NxxRVX4O6778af//xnzwpYreCFRUaG/gxmjRryfXiLBd/A8jPZ7MNUUZEoLGS+5OaDJwomHDdOWnQtnFos2IGTrKHnO10nrlCyWTI7V6j8/ESLD3vOw4fdu0Klpyc2ULwrFF83OncG/vUv6+O6SWfsJSoNv1dl5QeqspW3zQx6XlssZMJCxxXKaYyFTMwAyY2x0NlHFmNhl2GmZk3/XaFYN0fdtUx04dtyqzbJHFzJJh74NtLKFcoOtxYLs77zFgteFLHPrBexD164QulmFOPv2cGD8cKCzQR38KD9oFTl3GefbfyXLbCo8zyKhMWuXfb7ffqp8T+MFosePYz/fgmLqmix+OSTT3DqqadKv+/fv3/cKtiEJvyAMTNTf/aLb7zS04EpU4DPPhNbLADghReAuXOBo4+Wl4efiVWxWPiJn65QfKfJ/h42haydsNC1WHTqZPggi9J4mhw+7I/F4sABubC49lpg/Hj74/opLEQxEU6Ct03YVY7dwLvWiGIspk8H/vpX47WdsGA7jkmTgCuvjHVWIrxwhdKNsaiKWaG8tFg4JRKJ+VjbJTX4Y60nx/CTJ1a+8HYWi4wMa4uFzsDdqcVi4EBg8mTgk0+M93yMhZXwCYvFQjfIXJQVyrxmfB8hW3lbxKuvAt26JX5+5pnAPfcYr486ynDR5XFrsdAhPx94+ml3x2AR3UPzuWC/E03Ivv02cNNNhkUFiO9bdFyhAGD9evl2VVFY7NixQ5hm1iQjIwM///yz60JVW/hr63SxLJb69YHbbjMGrfysnNmInXkmMHZs4r7swxGNqrtC+Z2Bwzy/KqwpXMUVij02P4vEWuucCgvZfn/7G9CmTeJvY7f3wmIhOj/vCsUyfbpaznA/hYUo25yTdLMsXrhD2cVYFBYaweJOXKFuvx2YNw848UT5+WWxGypZoZyuvC1zhWIRxVioDDD5c9uVJZnCQmWSx40rFBBrX9jsZyJuvdUY3DmFn4H96iv5tqawkKWbtWvzk2GxaNECmDEDaNvWeM9nhZKJIiCxHjvpd71IN+ulsODPJVt5W8TAgeKJnL//Pb7NvO66xG3cWix0qF0bGD4cePBBd8cxsRIW7LXm79GsWcCf/wzMnAkUFRmfsX20rsWia1cjqYCIqigsmjRpgg0WgU6ffvopCgsLXReq2mI1oFSFbyTZY8gsFrJ9eWHBN86ygXOYLRZus0LpCAtRJ2FlsZBlDmKv56FD/lgsDh+WX1PRAmwi/IyxsBog86h2zl4IIbusUHbuh0D8cynqOKwGqk4sFlbpZj/7zN4dQSYs7AaXKs8sP9iwG3zoCotnnxUHKdsJ5xo11M7jdlLFbF+sAslN3LSzvMVCRVhYxVhYWQR02qs774y9thMWbHl492yrrFB2/axoYVM77CwWKkk7dPtOvj//5RdjkAu4ExaAWlIM0X1NtsVCVC6niCbsRBYLu3ETf6xqGGOhdUdOO+00TJ06FQcFkfsHDhzAzTffjMGDB3tWuGqP7gDylFOsH36ZxcLEauZG1WLBxlj4idN0s+xA0ImwYNPBOQnetoqxUBEWXrhCie7bkCHx5WXXN1FNtemnxUKWilnUAYbJYmEn5oH46ybqlK1mpr0WFir46QrF/34VYaE7QLnqqsTPrLLjAUb9UzmP27bPHCzZWSzcwrflgwbJt3UbvO00hkEn3ayVsLCzBPD1WJTy0+6+2lksIhHvLRamdcbktddirkH8udiFDlUQlYNvL0W/R0fou11M2bznXriyAdbB226EhYorFH8M2WRSVbRYTJkyBbt27cKRRx6J2bNn4+WXX8bLL7+MO+64A23btsWuXbswefJkv8pa9VGd6Zk3L/GzuXONRsVKHOhaLNjvRTEWQVosdBpgVgSVl8v9UEXHZgMqgfgOzKpBc+IKpSosnLhC/eUv8WUwOflko+4sWBD/ef36Rrq85cuN66RyT/0UFn5YLLwSFrzFgr2O/L2yc4USce65wHnnib9zErzNu0Lpuu44zQqlcl+8tFiw7hyiZ7FlS8P98MEHgV69rM+TLGFhti8qQay6/N//xaw1vMXi/vuNtLHDhyfuJxIW7Gv+3nolLHRcoUxBZmKVFYqvL3zdEFks7H6DncVC5Rh2wdvnnQc8+aThz//ss+I4CBP+N+nEWJhlYbnzzsTF20S/R8di4YZIJNZ+ezWRqRpjIWtrWXQtFvy1lF3D/v3tjxUCtO5IQUEB3n//fXTq1AmTJk3CGWecgTPOOAM33XQTOnXqhHfffRcFBQV+lbXqoyosrrwy8bOxY43BoJU4sHPLsNo3DDEWqoN6HrasTiwWbKPClsHqd8rch9y6Qjm1WFx9dew1e/zGjY26U69eonAcMiTWkKncU69XQmXRWTySL+uRR4q380IIiSwWfGAri50rlIi0tPhnfsiQ2Gu7DE0qFgtdnGSFMsWp3XPrxGIh6+yZZEYAAErwSURBVITZhAOi+lO3LnDjjcDll9uXS9UVSrRGjA46rlAqsFn4xo6NzXKzbUh6utF3XH210R7wiLJC6VgsnFpYdYSFlcWCz3jHoyIs7OqHSttndww7i8UxxwAjRxr+/OecY31Ovt0pK9Orl3w5RILTrcXCDbVrx+qZVTZDHZwKCz8sFqJ2769/jZ8gDDHaUwlHHHEEXn31Vfz222/45ptvEI1G0aZNG9RlXScIZ6jM9NilWLNS07oWC7Y8YbBYNG4c63CdCov//Mf4A5wJC9ZMbtUJWLlC2VksrO6DU2HBNvb8bKXotcqsDI/KrJ1TdCwWqllfvLBYiNax4AddVmUD1ALj2XvGbu+FK5QuKq5QIouFuY+VWGC/27rVPvuR1UCGn1XnsbpPPKoWC7dtnyCVu6tzscfjF/c0sRLCgJqw8Cp4m+Wf/5R/xwsL3n2Jff/rr3rlE7lC2dUPlTZZdWFUGXw9t2o3+HPZLTxnVxaRiHEbY8FTpw6we7fatrIJvho1nKdqdiosRIKN3d5JjIXoGibDE8QjHE8t161bFz179sQxxxxDosIvRA/utdcmfsaueG41i2gXY2H1XrSORbJjLNjEAE5doZ56Kva56Pryloa0tPhGlW3QrB50K+HFdvD16sVeq1osnAzgWVcBmZiwEhYqjZrb2A8r3LhCyeqKH65QfIwFXwdEGZ7Y59L0dT/22PhtZHEbblyhnPomy1yhRoyQ72PWbZ04i9NPB554wnpbK2EhGzyLPlMRFq1aWW/jBbm53g4gZDFhsskFWcY4fjtejFhZLLzyge/YMfaaFxa8lYEtQ5s28WU480zjf4sW4vKJLBZ2/Y1Kf6QSvG1lVeC/07VY6MD/HpGIkVksnFrsZGtjiJBN8LnJmOg0eFs04cAey6xvVqgIixTCpxEg4Qg7E/I//wlMnJi43/PPx15buTO5sViIXKGSbbFg3ex0LRaiQa/os61bvXGFkpm1TX/ftWuB99+Pb0xVXEwOH4534WHdYkTMmmWchxX/7H2UDTCciEM/g/ZFjb7sfKoDGxVXKLu6LFrHwurcgwYZCw02axb7jO20//534zlfujR+PzuLhZN0s05d10TCYuxYI17BxMpiYYfZUVvlc2e3VbFYuBUWNWsaA9E33zQGqqqwbTMAPPec4R8vIy1NPGPOsmWL8d+ubkYi8XVFJizsLBaidLNWCS74crlxDQOMNvef/wQefzz2mZ2wAIx4kuXLjcU92fKOH2+s3WQu4Mrfe3N1aRa736DS57HXb+pU4JZb4r9PS7M+jxuLBcszz1jXQbMsLKK2wusYC532SDS5AqgLC9H9Ev2effuM/1bCQvR72XJMmCCPkTPhxyIkLAjPsHKFatgQOOusxEbwnHPks9H8MXWzQvExFnxHLXMv8GOAWaNGfPl1hIUsYJpvhPLzgaZNEwccXrtCAUamn969xbOFVsLi0KH4AXHr1olBdSw9exrnkQ2iZLOVYRMWsgGySlpEWSfLWixkZbfr7EQxFjK3M8Ao7+DB8YNTtl7n5BjPOT+4kaWNduMK5VRYiFyhhg2ztqSZHafXi+S5sVhYWZZ4zLbi+OOBLl3UyzdsWPyg4eyzjTb7iCPk+9i5QzVvrnbunJz454Nt7/gYCxPR/TFnu53GWOjOlvPk5RnPBHtd+HSzImHRtq04RqxGDWMW2Qzw5n+zyAPDbWpU/jzduwP8YsN2wsKNxYLlrLPs6xB/vUTPj2hizk2MhY61QTbQVz2G6HkX/UYvLBY1axoJOHjYSUX+WoqOWR1coQgfsLJYqLq/BG2x4PfzCj4w3akrFItKjEVamtxiYXdOu8EM/17VFYodEGdkWDfkIiuIkxgLFZJtsXAbY8EKNNk2doNv0ToW7HvZcdnfoyKYZRYLO1coUfnN66MS2yFCZLGwm9HVsVjopMXctg04/3zrc8rOq+sKJdpPBH8tRPXU6nyqbYxdO5uTE18XVSwWqkHOVjEWfLmc+rzz52LPwbfddmtP6ARv8xmmAG/WD2CveU6O+JnVsVhYuZ7KhIWZQMHObdVq3GB1DjcWi2QKC7uYKxMzvshqgTw7YRGJiK83WwayWBC+8ec/x7/PzIzNalxzjXgfO3/yDh1ir91kheKDt2V5uWvV8meAWb9+4kBBZLIWoeMKZR6bfS0TFlazWFauYiwityQdYZGZad0ZiQaebBlkg2sn4lCUUcYrnMZYWC3uxz4Pso7YfO6OP178vchioSIsZOvLyMoqs1jYuc/56QrFWzRZZK5QXlssZs6Up2a1s0jIngnRPdARFjw33GD8P/ts6/KY2CXoUKVWrfhrKQvetrNYiLazirHgad/evqxWiJINZGbG11+7bJRs+fjZer7son6lSRPbYtrCXtvcXPHEnqgtN6/7ySern8tugkJHWMgmILzOCqUTO8huq+sKVVTkrcXCzhUqLU1cLrYMJCwI3+jYMX55+sxMwxf03XfFQduAtTh48cX44/EDCTthwWeF4me5IhFg82bDl/Xrr4Fvv1Vf80AX3mKRnm6cTwVdi4WVKxQrLKwybciEBd9xOLFYsGIgI0N/ZWb2dbt24rI4EYe5ucYKvjIRbMUFF8Sf88cf478Xxe6oCgtZJ6syoLruOuC994BXXxV/L4qxUBEWbNll/sIsTi0WyXKFUhUWXlssWFq3jn8vq/Oiz6w6ecCdxeKWW4B33jHWIFA5BvtMusGJxUJVWOjEWBQVAYsXq5VZhHk9eWFRo4bR73zzjZr17bvvjL7KLtkMKywWLTL2UZ3EsoJ3bRZN5ImsXdu3GzF5PXs6O5foc50MVVXNYrFhg7qwMO+HG1co2cSmVf+T4lmhHOaBI3yDXWU3I8MYRPIZYqxgK+sZZ8R/ZzczqhtjAcQya8j28wreYpGWFp9RyQq3rlBsI8E2sqaZVHZO0XWwCu4NwhWKzbTiVlgARuxAy5Zq22ZmxlLx9e0LvPwy8Pvvxns2AxhgXIOaNePFnIorlFthkZUF9Okj/w2HDsUfh7dYqMzQy2bfWHTTzZrXQCR+g3CF0omxOHw4FjSpQ6NGxiBThK6w4N133FgsMjKA446L/8xKYLHPpBt4YSETT+zz4sRiYRdjAVgv5gYYg/3ffhN/Z7ZvIlcoXkxaYRXXwq4/wrpCtWyZuMK1SZMmwA8/xN6npVm3xWza0UaNYkH47P6iiacGDfQyJgHy+2heNy8sFl7HWOhkFXRqscjLM+qaqrAQnU/XYiFzhWLvNcVYEL5i5Udqt73oPYuVnyCgF2NhRbIsFqq4ERa8Pyr7nZ2wEJWRbzBEg1ur+8BbLOzqiEhYmIN3IN5NwQthobOviisSCz/7LjuPE4uFyjYiROtYsO9l+8tm2VTKoRK8bXZaIqueH1mh+M7VjSvUZ58BnTrpl8uq3um4Qrm1WKgQhLCQCQirZAMsVlYOK4uF3XHtvrcSFl7BHpu1TliVq2tX+TFEsMKpdm3xZICVRVsHO4uFFzEWsomzIC0Wdr/LLJvo+liNW9xaLES/zUpYpLjFgoRF2LDr4Hj4yuZUdfPnNt+bGVDOPz/+YVRxv/ESUYyFKqoxFiKTe3p64nnNzFC9elmfU0VYiCwJog7HXPn0xhsTsxmp3Au2LObApXZt+QJayRYWWVn2DSffOKtaLEw3woED47dTsViopJvl17HQdYVSqdd2rlCyFJ+itSXcWixE62DwdXDKlPj3Oq5Qgwcbbiu6WNU7HYuFaBDgtbCwOobqehl2dZOPsWBxIixULRai9siuL7OKwzDLp9s36sCWn3WVsqqvl11m/DcFhl3dZmOB+AkP07WYx2ld81JY6MQ+yCwWKoNipzEWsufYpGFDYMwY4/XMmfLt0tLkKcjZ8/G/RfSM8eWTLSZoQjEWhK+4bTydZPWQ7ZuZCXz4oWGy7dHDeoaSxW3H27Rp4mciVyhVZBYLWePLXyfeYvHTT4YJvKjI+pwqrlCi84qExcKFxuzzyJHxwqKsTD94u0EDo/zbtsVvq7pGhx2qMyvswNZM/WgF3/GoxFikpQF/+Qvwv/8Br7wSv51TCxiL0xgLFvZ3qAgL0SBXZp7v1QuYPFl8PqcWC/7c7PlMRo0C7r039l7FYmF26k6zCFUVi4UX/vxAosWCxa2wsIqxcCIs7roLmD5d/F2yLRasK5TVve7Y0WhD33vPeK8jLPhjm6+TZbHQibHQudYyi4XK73BqsbBrx7/7DvjHPww3yauvlm+XliZ3rfPDFYpFJcYihSBhETZUA+lE2wPeCYuaNWN+7WYWDVWLhVuTnSh40Y0rFG91MFF1heJnlHNyrEUFoG6xYLGyWKSnx2IX2AFhWZm+WIlGjfLzaS1VO1Q7nFgsGjbUt1ionN88ZnFxYh1QsVjY4TQrFPtb7YKM+fKJXPNkrlBAosuGW4sFfxwZ7FodZpmt9nF6D0x0LRay9sStxUJlQTir9svLdLOyQHi2DrHl9cJiYXc+2feyWKYgXaHMGCXR76tZ05gEMyd6dFyh+O2TJSxUYyxU4254ZBYLP4WFncXCzFTZqlXsd8nSzR55pN75AOfB2+y95sud4jEWFLwdNvx0hWKPbZdbXWSWTJbFQmSOrF8/PtjND1codnv2PDJXFTsXJC+Fhey9ncVCNKMt294ri4XqvmwdUxEWqjEWdoGkJl5YLPh1LP79b/k5WGRlVBEWovpoJSz4gapXFgvZ+fiyAbEyW2V8Sraw0LFYeBV/pHIMp3WRp1YteTstszY5mZjiYyxEdUFlhlx2TWQuql7CPoNs/2OVRIBvj+zKxAsL0fXkr53TumZn+dRxhdJ5LpNlsZDFi6rWC5nFQhao73YdC1E8ps6aJSkGWSzChlth4ZXFQjTokJnP7cqkCz+TmpkJnHCC885d5gqlmhXKSWyHbP2Efv3i34tmC+2EBYsTVygZ7ABUZdaV5bzzYq9V7z/b2DZoADz0kPH6ttvE2/Mdzy23iLezCyQVbeeVxYLn+uvtj3HEEUadb9RIXidlFgs7VyggfrV4QGyxsGtHli0zrn/37uLy2Q0mzPKzmXGstneCV8KCzzbXpEm8370fFouLLrLfh8fuOWvQQG1NEC9iLOyuicpAVnYMkcXCT2GRnm7EfNSoARxzjHwfVWFhpt9+4gnj/+zZxn/R79G1WJiuPfzKzl7GWOhYh1QsFqwrL4sX61i4FRZXXin+vez5+O+vuCJxe95iceSRie0KCQsiaeg+0H4JC9FDrjLrLTs2y4knWn/PzhhNmgTs3m0Met0EbzsVFpmZzs7LWyxmzgT27rVuXKxiLGSUlupbLGSwwkIn3eeKFUa+d/6cduzdG3udmWksILZnT2LgrwlbJ1esMFJ4iq5NMi0WVsJi0aJY8gMetlw1ahj+19u2ycsrs1jI7i9bJ2TCQrbA2KhRwFlnxd4/+SQwYIAx47p6tbh8qhYLK2Ehekb/8he99Wpk6MRYdO4ce71smeGbLWs7n3sOuPhitfLJyvOXvwCPPqp/DDs6dlRbE8SJsOAH4m6Dt62ytyVDWPCTEZ9+atR3qxW9VYRFu3bAnDnG62HDjPbNXDDRC1eoOXOMY/bvH/+5lzEWXlssZNfUabpZLy0WTZoYbfH558vPx7abK1eK3ad4YZGVZbTv7Fo2VuKBskIRnqLr9+1UWDhxhWJxY7Gwe/hZYVGjRux9siwWfKMqu246rlCZmeKZGvYYskGi1W91EmMhg20M2ZS0djRooObOwyM6h5V/uWyhQh5Vi4VXMRaywZtVEC5frqwsa1cA2YSD7P6ydYLvyEUWCzZ4vm7d+OthXutateTPjKgOisqsKyzy8tTXRVFt+0TlY8vPCousrETrLbufKG2oCuw+des6GzTY7dOhg5rFQjXGQhZjp+IKFXaLBT/IN9eQskLFNZNvp9j3XrhCRSLGMfmy2MVY2F0/p8JCxWIhExZ+BW+LsEo3m5ubWBb2fGy7ycYlsvCuUEBi+6krLFKI0AuL33//HePGjcMRRxyB7Oxs9OnTB2vWrKn8PhqNYtq0aSgsLER2djb69euHr7/+OsASuyRZMRZ2M4x2wsKNxcLud7ENum5aTll5dNLN8gNOJ4NOvqPUGXzwv81qAGE3cDCPpdsRs9YEO1SzNfFYDTJFiBprEcm0WESj8YtkyY7vFvZ3iFyheFRcodgBc+PGsdd8nVepu15YLGSBl6pYlVNUPnb77dtjr9lFP+1SgKalORMFuu28E9q0URugOLFY8HEZdhMudnUoaGGh2maw8OXVLZMXFgsTVWFhfm73G90IC7u2wAthIWsD3VosZN/LLBay88mSPbDXnSwWwXHppZdixYoVeOqpp/DZZ5+hf//+6NevH374ozOfPXs25s6di/nz52P16tXIycnBgAEDcFC04mwq4NYVKlnCwo3F4u67jVm6SZPE37ODCdnDLnqg8/ISfU3NY3iVFUoV3mIhuyYqnbBo36lTjYD2KVPk97J9+1j2Kt1ZVTfCQvVcs2YZs/qzZumfR9Wf3m+LhRVWnZyTWe7TTjPcW3r2BP72N+MZMt0srBaoq18/fuVnkcXCzPxmllvVOnj22Ua2Fd4Vgz0PYC8ssrLE90Dmjy3Cqpy1agHHHhv/GeuWOGiQIa4uvTS+HHbCIhIJTlg88IDcKnbeecZxJ0wwLIoTJsiP40RY8C6cKjPrVr+Tby9F5fNiIkCGF+JOt0wqFguvhYXq86Q6Drnqqvj3/IKhouN5EWMhm7Tjj/HMM+L9dYUFOzmjsrCryiSY1aQgCQv/OHDgAF544QXMnj0bffv2RevWrXHLLbegdevWeOCBBxCNRjFnzhxMmTIFp59+Orp06YInn3wSP/74I5YsWRJ08Z2RrOBtuwGtnxaLdu2AX36R+9KrWCxE59i922hIysuBzz+P31ZFWJjn4mdrnHQ6fEcpuyZOhcX06cDOnYabCH+MSMRwM9qwIdbAqcbHmPglLNjvOncGfv0VmDhR7TyqFouwCAur6+Ckk1i61PD9zsw0Fkr85Rf5wmLsPY5EgLffTjw3O/PGuv/wFgursj73HPDVV+LUtSIXm7Iy8XFyc/23WLzzTvxsKbvCdf36huXp4Yftn1s7i4XK8+U0OJalSxfj+Tn++MTvFi82/jdpAuzYAdxxh/w4MmFhNSPPCwsVF1E7YWHXRjq1AKvgNvUyoF8mUTvlNCuUqrBQWS+IP69V23j//fHvZTFnXlgsHngg9lq29g8rWq66SjzRyO9jd0zAEOcmKhYL9n7IBAS5QgXD4cOHUV5ejizOxzU7OxvvvvsuNm/ejO3bt6Mfk2knPz8fvXr1wgcffJDs4nqD7qyMU4uF3cPvp8UCsJ6hklks7Fyh2BgFflunFosgXKFUg7fN7USz1dnZ7jpiv1yh+EGbTrmsVj+VnT+sFgunPvWye8oPSERik3/NXs9OnWKv+edFxY1FBFsG81mTxaPk5Ijvga7Lo4zycuN3s4OXDh3E+9tZGr12hXJT99LS7F0K7e6fLJ8+H1siExYqMRaAtbAIOnjbC2Ghex9F18wri4XsnjdsqF82nd916JA4dk4lK5SdsJCNC9jX7DZW187uN7H71qsXvz1bV1Rcodg2T9UVKsXXsQi1sMjLy0Pv3r1x22234ccff0R5eTkWLlyIDz74AD/99BO2/+EXW8BmNPnj/XbWZ5ajtLQUJSUlcX+hQXcw6NRi4VZYeOHmIdtOZrHQEV38AFZnHQu+05fl+9cJ3tZpFFSFhUo5RMfQnVG1wyq41eq4qucwG3WRxYKPH+CPa5XVxc+Bit0xdWbiVeDvqVWnZZ6bTffLLmanY7FQLZPdOhYNG1pfL5U1N6zqk3k92POzFgvZcZwIC910s6J2iE1va4durBKPzGLBD7ZlwoK/BrLfbzWYCzrGwgth4cYVysQrYSHDb2Hx/feGeySPF8JC5gqr4mZlVR4R7DH5a6ZisWCfaVYkqAoLL+pjgIRaWADAU089hWg0iiZNmqBmzZqYO3cuzjvvPKS5MIXOmjUL+fn5lX/NmjXzsMQucWuxUFXpdjEWso782muN3N6nn65eJhmye8g+VLIGzu7+88JCZzaUP+dppwG9ewNjxlifkz+Gn65QdsdwysKFRvo81uxsh4rFomlT4Kab9DJ7LV8OtG4NvPFG4nnMfV9+2RgUDxsWf/4XXzQ+t3KJdDNr/J//2G9j9SxOn264Mf3jH3rnVUVUJx580FgA6p57jPd//rMRrzFmTGKWFd3gbRGqvvuAkYbRahuRgORJSwPefNOoMytWiMvCTiLJ3ELs6iifAc2J8LJzhXrtNfVjBS0sZGv28Dh1haqqwkL0e526Qqme24krlNfxJyqZlETnlE12yESLTuKOUaPk3/PCQiXGIjPTiHM69VQjBk1UJqsYi0cfNfrhp56SbxNifLD/e0urVq3w1ltvYd++fSgpKUFhYSHOPfdctGzZEo3/yGSyY8cOFBYWVu6zY8cOdOvWTXrMSZMmYfz48ZXvS0pKwiMudGe5dYSFnblaxWJx9932ZQqDxYKf0VARFrKsUDVqAO+/b30+0flVZue9EBZeMmKE8acDf21Fv3XdOqOBnjvXejuW/v0BNsObyBWqRw/Dx//pp4EXXogd94wzjD8rnAaDXnghcMop9ttZHbOoCNi4Uf2cdti5QgHA5ZcbfyZZWcCHHxqvf/kl9jn/vDitf+yA1epev/KKIbKsrlduLvDzz9bnS0sz4g1EWQF1fJaT7QolGkT16gXMm5cYHCvCL2HBTy5ZTUx5EWMhu//m8ax84N3iV4yFaiyYiVOLhd1xTPy2WMhgf4fMGsfWj+zsxHotE/xuLRarVgF9+8q/58WYisUCiMU5ybASFu3aAZs2Ga9HjjT+kyuU9+Tk5KCwsBC//fYbli9fjtNPPx3FxcVo3LgxVq5cWbldSUkJVq9ejd69e0uPVbNmTdSuXTvuLzS4dYVSHdS7zQqlUybd7ZzGWLCouELJjqE6k+2FK1TYhIUTVOqguY2OxYLHKnjbyXGdWixU74cf7lUydFyhRPCz8F5YLPhZbRnm8a3ugZVLm4nV9VZZz0F0nCBjLPxK28wjW8dC1WIBuBcWqlYPUVm8ICyuUE6PqVpXwiws2G1E90PWxrOfyyYleezaN1WLhZt6mOIB2laE3mKxfPlyRKNRtG3bFt988w1uuOEGtGvXDhdddBEikQjGjRuHGTNmoE2bNiguLsbUqVNRVFSEoUOHBl10Z+jOovIPhWpF91NYuM3YoWKxSKYrlBNUXaFE8OUKu7DgEZVXlHFLt55YpZt1Es9i96zJjpMKwkInTStgbeFz+jyrtiFWwsJ0m1B1hZLBCwsrf24dYRGJ6MVDiI6h42rCWOYradjQsNo5hZ1Ys7JYWAkLFq9jLER4/WypxPDYEaQrlGr5wyws2HPWrWtkM2Nhy8FONMgsFlYLlNq1/VbCgm3XdK+Nm748hcYBobdY7NmzB6NHj0a7du3w17/+FccddxyWL1+OzD8a4wkTJmDs2LG4/PLL0bNnT+zduxfLli1LyCSVMrh1hUoli4UMLywWfOevIyy8yNjCd5Rhslh4GZMhqm9VxWJhJzynTzf8YPPzY+uFiLZLBuw9HTTI8O/Vwep5cVr//vQnI93j5Mlq5+avd//+wP/9n/HarbDgZwetxIBdXeJF2PXXA/36AQ89ZHzmRfA2EH/dV60yYmKWLUvc7vHHE105VHj0UeDkk43UxSZOLRYq8H0K+8xYuUKJ8PrZ8iKZgm6ZvHSF6tgRuOAC+XFMVGMs2LrnRYwFW69k4oa9Hl27Gr+HFQrp6cDttwN/+QvAThzzwuLhh43nkXF3T8BuTST2uvNtD9sPJXPyKIWERegtFueccw7OOecc6feRSATTp0/H9OnTk1gqH3EzowuoV3S3WaGs4Acpup0Q26HJ1rHQcYXi97U7hqrVSMcVKlViLHQRXVcrYeGVxYK/Jk4GwnbBoDJRae43darxBwDvvGPtp+s3bD1aulR/f/6+uBGAJpGIfIEq0bnZ6/2nPxnB+yYqrlA6wsJqNtNuQoC/VrVrJwaL26EiLFj69o1fi4SlTRvgrbf024mLLzb+WPy0WLDP77nnAt26xRZJDdpiYecKpXJtg8wKFYkYgb4LF1pvxy4KaYWfFgsui6fwnNGo8XvmzweuvDJ2DNGiurwr1FlnGQtdWmEXJ8GWhR8Lsc+r7j0Pc1/uIaG3WFQ7dDNf8I1x2CwWTmY7ZFYbp65QsnLYDRyttrGDz8uu02mmurCwcoVKJYuFju+7nTk97Fi5Qvld/0QWC/7aey0sZJlp+HKoCAse3XTOKvUsWdYvKz93Ly0WaWmJKWt1npeq4Aoliktx6grFI7s/qmX0Wliwz5/MasKeU2e1dSfB27LMk6Jz8WOhoCwWKQQJizCj0qj8kRmrEtXsVsmKsXAiLGQdqlNXqGjUH1eoJk3Uy+DnOhYtW6ofG/DWFSooi0UyYixk9SOMwsLtPfUjeFuEaGZYZLHg2w12nQ0ZOjEW7ErjPLquUE7QdYVK1uSCqsXCypVMxWIhauN0rqWVxckJXrhCefG8e5UVCjBWk3eK18KirCz2WuYKJVrjQaUcToSFncXCaizEPq+618ZNvQ3zBCMHCYswY9XQPv+84YN4zTXxn994o5Eu9KWX9M/HPkxuZnCcCIu2bY3UivffL+9QdQLb+dk1N+lmZUycaFxr2VoJyXKFeu018aJEyUAkrvyKsbByhXJrsRAJaZWOzOqzVBIWybJYvP++UVeffDLx3FaD7fHjgQEDYu9nzUo8torF4rXXDDecv/9dvq1bi4UKusIiWbD3nX8m2O+GDDFSFz/8cOIxVIUFb7FQuZb33guMHQscd5z9tjroZIU65xxx+nEvBLiX6WbffNO6X/j3v+XfuZ0c5GEzl8mutVOLhSwrlBVuLBZuXKFOPNEY58ybp7dfihH6GItqjVVDNWxY/KJgJjk59n6WMoJ0hUpPN0QFAGzeHPtcNmNh14jz36vOrFudkyc31/paJ0tYHHkk8NxzwQxE2rVL/MyvrFBWrlBOZtjt6nt1slhYBW97abHo1s2oq2vWJB7fymKRnW08a+ZsZ+PGRtDyRRepldMcqJx6qvFnRTKEhdczwl5hJSz43/3gg+JjOBUWKs+LziKlOuhMpD37rPhzncxyMrxyhQKATp2s+4XTTjOeM1G6Yl2XbDtYi4WsPLyXgWo52G1UBaJdyli/hEUkEhvnqKxRw++bIoSoRSMSSJZfrUmQrlAytyGvLBY6sy5eZIUCvBl0AOHOCtW2beJnybBYeO0KRRaL+NdeDJ6tENUD9nrbxe6IZritrrdfC+Q5fTZTwWLBi0u35fHCYuEXQaxjIcJLVygVVAb5XgsLGXYWC5W+WFUgstu5ibEIss6GGLoqYSbZgUGsGVElvaMMJxYLWWftNMaC/T43V69T9EJY8MHbsoGNl1mhmjY1/lusOu85ffokfuZXjIWfwduiDklHWNhlFvEbPtZKF6sYCz8GuCKLiN1gmx/sqKz4btK9u3rZ7OqoF8HbulmhkoWsjdXpi5zEWAQtLHTj1ES4Kb8Z0OyHsDDdVf/0p8TvVISFF/fFqbBQETh8X6+CncWCPS8vLFTXAvEaslgQnpDsinTqqYapuaLC8KF1CvtQWi1EJdtHJjJ03DPS0w3/3337jIaVX2zH5PnnjfR0srK4sViodAqiTpgPNFWtB2++CfzjH0Zefb959lngiy+AwYMTv/MrK5Sf6WbdukIFbbE44QTglluMfPZOsIqxCMJiIRps8+KH30ZUzg0bjPUl7NbSkJUtGa5QYbVY+Cks+OPxEzHJZtAgI3W0TID6kW4WABYvNmL0zPVa/MgK9frrhk//xImJ26m4A4fFYiErR506RuxNRob6hKiOxYKfdGrb1ojRSrbAIGFBeEKyZ3Byc40H1C1+WSx0Ozo2l7WssxPFqfjhCiU7v+hz3udVtUFp1QqYO1dtW7dYrC2TkhaLVI+xiESAm292tz/72m+Lheh+6VgsePHDf2/SsaMhtp2WLRnB2zppjf1G1sb6YbEIkytUJAK4XQvLyfN+3nnxi1n6YbFo107eLyTLYiGK47A6p47FAtCPvXETYwEkZ/IuhSFXqDCTqjmSncRYyAaGThfI43HqY+3mHqi4QolwKizCQjIsFlb+9V4Ji1SKsfASPpA2rDEWOq5QTsvm1zoWqRBj4XSCRfb7+VliN+tYhBE/yu8mK5QKYXKFEqWb9WqSj8dNjAVhCwmLMOOF32cQyMSAFboWC93Gzspsafqg9uuXeGyvYixkmKs1s+fxW1h4Gbwtwi+LhWq6Wa+Ct084QbxfGC0WXhLWGAs+kQP/bHpVTj7xA0+yXKFatXJ2bDd4YbGQEWaLhReIrpEoBs0KrywWXbqobZcsYXH4cPz7Hj2M/+y6W24sFrq4tVh4wVFHGf9VUyen0AQjuUKFkVWrgE2bgD//OeiSOMNtjIUsK5Qbi0WLFkbu/Hr1gJ9+Mt6bvP8+sGgRcMUVicf22xXqjjuA5s2BM8+MfZbqFgtVYaG7Vkqy0s327WukYhw9WrxfGGMsvCSsMRb8IMOvoGc7S2OyskL9+c/AAw+IUzr7hdMsfCzJWCAvjPDX6Pzz9d2r3MZYfPQR8NZbwMUXq22frKxQPK+8YqSLPvnkWFC50xgLJ4TBYrF0KbBgAXDJJf4cP0BIWISRE080/lIVtzEWstduG5mRI8WfN28OTJokPqdXwdsyV6jcXGNRQ5ZUt1hYuUKpLJQkI1npZlu0SLwnLKoigoSFHLsYCyeuUF5hNyGQrBgLIBbUGwTJjLEIOnjbC/jy33ij+krQJm4tFkcfbfypkiyLBU9hIXDTTcDWreLz6Kxj4QQ3WaG8orAwftxRhUjxKQIilDiJsVCZBfS7sTPxKt0s+zt0BvNV2WLB+tp6abHwMsbCLtBQ1WKRqjOwyQ7eNo+va7Hgn02vBLOdK5TMVVOnHE7ayGTjdFDnRFjw50tFvCh/stexUMkKlay+lj2PmRnRrxgLq0kqq22DJIXGASn+JBOhxMusULLj+tng+tGY6Qx6OneOf59CDQoAdWGhO6DyOsZCNrjj/YF5evVK/IwsFnqInivddLPJEBZ2rlBeWCzCKizYxS+9jrHIyEi8X2Fu55ykmy0o0D/PwIHx7/1elT1Zfa0Zr8YvqMoLi/x84/WAAf6Uw4SdpBIdl+0DdCfA/KJ376BLoAy5QhHe49ZiIeuskyUsvHKFYtEZ9Bx3nBFz8eKLxvswd7girFyhVLKDyPAzxoLdRyYsvvwS+Phj4PTTE79j958yxegYq4qw8NtiYT4buulm+W1IWHjDRx8ZcWhHHBH7zGuLRYMGQEmJs/KFFfYaLV/uTFjcdJPRRv7tb8b7Bg28KZuMZMVY3HEHsHFjonDij71hgxFjOny48Z6tS34JC9EzzPYBQVssNm0ynkl+va0QQxYLwnucCABdi0UquEKx6A562HUiUs1FQNVioQs7AOMXEXTrCsXeL5krVNu2RodnlxVq4ED1TB9hJNkxFuaz4TbdrB9lEwkLr12h/J6V1uXoo42FL7223LIDtKBWL/YT9nr17+/sGDVrAhddFHvv93VKVl+bmwtceGGi2GLrVTQKNG0K/PWv4qQvXj4nOhaLoJ/PI480EgGk0ARjio1YiJTAyYyeysAwWQ+WFx0qP7jQFRZeZJ4JimQIC37w72Q2SyYs7FyhRKSCz7wqfIyF365QqhYLfsKCL5dXFgu72CgvBl1htliY+Bm83bCh/0kkko0f66gEJSxYvPhdsmPYifhkWCxE10BlQT9CCgkLwnvYjtJLi0X9+rHXfpon/chEESZhEURWKBM3wqJWrdjrOnXivxMNVO3wUlj4FWQYBF27OotZ0UE0oNCJsRA9l37UazbPvgin1yYVhKjT9N4qwqJRo6onLAYNMv7rZrvjYetGo0bujmVHmISFqD74JSzY6yp6/khYuCLFe0AilLB+oaqDNJWBdE4OsH690eH52RkHHbwNpLawsOqI3AiLjAzDB/fwYSAvL/47ldS+PLJOrbpaLL79Fti5E2jd2njOTJLlCqVjsUhLc+9uaMWXXwJ794pnjL2wWLBlDWt9CdJiMXQosGSJ+jnDwF/+AqxcCXTs6O44bJ0Kg8XCiwF92IRFTg7wySdGuURuV076AKISEhaE95iZHQBg1y61fWTuU3zD17Wr83KpEoYYC79njP3EarClOuiXIeu03QoLdh8ns1VVwWLRsqXxBwQTvG0XYyHb3w/47DUynMZYsPUtrPXF68XJ2OfKbsDsJPA5aCIR4KST3B8nmcJCRRh7MbEga0OCEhaA9erkJCxcQa5QhPewjYgTYRH0QDrorFB8GYK+HroEUV67DkqEbCE0J52KkxTLYcbvGAtRHIOdKxSL0wG91zi9NqywCGt98dpiwWaBysmxvl/RaOpmVXNLaWnsdRgsFmFxhUpmEhMSFq4gYUH4y6+/qm0XpoF0VXWF6tDB+D9ihDfHkxHEAI+9T0FYLFhzemGh/v5hw2+LBUurVsZ/dpViu8H2kUfaxz8kg6osLLyOsfjTn4z/KvFxFRXAtGnGazZLUnWAtdbwLp9eM2GC8X/YMPk2XngJqCzEF6aYmyFDjP9+x7hUUUJqgyWqDE6ERdDpVcPgCuWHsFizBti82b0PsB1u3Z2c4KUrlNPg7R9/NNLgskHmqYrfFgsA2LEDOHAAqFvXeN+uXew72WCb32frVqB5c+N1qlosgm7vZDh1x5TdhxYtgK++iiXhsLNYTJlixC106qR+7qpAXh7w3XfGwmx+i/prrgFOPDE26cTy88/A778DjRurH+/jj4Hu3RM/V6njdhaLZHL00cAXXwBNmgRz/hSHhAXhL6xZ14owWSzCkGPejxiLWrX8FxVAMMLCLkWoCC+FBVA1LBUmyRAW/GwgWzcPHFDbh7VaBDEIcfpssvUt6PZOhh+uSG3axF7bCYu0NKBbN+/LkAqwixP6SSQit0g0aKC/QJ/sfqm0IXbpZpMNO9FBaBHSqRKi2uFkgTO/qKquUMkiCGHh5PxeukJVNZLpCmVSr17s9Tff6O8fFouFbvB2WPFqDZ+gjkEEi272tDBZLAhXkLAg/OHee43/s2bFXBVEDB5s/B87NvZZ0ANp9vyqneu554qPYc7Cnn66XhlIWPh/fi+Dt6saQQXODhhg/L/gAv19kzUI8SLdbNDPiApO64DqfbCzWBCpjarV03RrPProxO+OO874T7EOKQUJC8IfxowxfM5vvBH4+mv5di+/bPhNH3ts7LOgB9Jsp6/auS5eDGzfnvj5xx8bvqrFxXplIGGR3PN74QpVlWDrXzLv59KlRnuQDJc9L6jKFgsnmdZ0tiVhUbVR9UL48Ufgt98SFz0FjHicXbuMWCoiZaAYC8I/TJ9z0QI0JmlpibMR7EA66EG16oxkWpo493pmpr6fKpDa61ioDAqs6kQyzm+1DwmL4IRFRkZqzU56EWMRVvy2WpGwqNqoJmTJyjL+ZJgWDSJlCLXFory8HFOnTkVxcTGys7PRqlUr3HbbbYgyjU40GsW0adNQWFiI7Oxs9OvXD19bzZAT4SfogXRQubNZqrrFwk9h4dZiQTEWwQkLN6TSYDQVrqkXq4o73S5s9zLV2uAw4IXLIJGShPpu33HHHXjggQdw33334YsvvsAdd9yB2bNn417Tfx/A7NmzMXfuXMyfPx+rV69GTk4OBgwYgIMHDwZYciKladLESI3Ytm18bn0d3HZEqSwsjjpKvrDTffcZ/5991r/zOxUW//iH8fqpp7wtTypSu7axVsQRR6ROtquwDEbvvtv4P3myfJtUEBZBtjthuZcmc+YY/821NQh7wpRCnkgqoXaFev/993H66adj0KBBAIAWLVrg6aefxocffgjAsFbMmTMHU6ZMwel/BMc++eSTKCgowJIlSzB8+PDAyk5I0O2sguhg0tONuJBIJLjONZWFRVYW8MMPwHPPJQbhjh4NXHqp2iJZTnFSZyoqgKuvBq64wt+ypQqRCLBxY2qtgByWwWivXsDBg9b1KBWEhVOqosWid2/7e0rEQ8Ki2hLqu92nTx+sXLkSX331FQDgk08+wbvvvouBAwcCADZv3ozt27ejX79+lfvk5+ejV69e+OCDDwIpM2FDqgySMzKCHVClcowFYMSWyDoTvztnN65QNHCIkZ4e3DouTgjTYNSuHpGwSC1hAVDboEuYYiWJpBLqXmPixIkoKSlBu3btkJ6ejvLycsycORMjRowAAGz/IwtPARc0W1BQUPmdiNLSUpQyC7eVlJT4UHpCiG4DU10bpFS2WASNk+tVlQd61YUwDkZl+DGDG4mE4xp4ISzoeUx92MkxSohRrQi1xeK5557DokWLsHjxYqxbtw5PPPEE7rzzTjzxxBOujjtr1izk5+dX/jVjV28liDBQFYRFsst9zTXGyr4jR+rvSwMZIpnccIMRv3LzzUGXRA0/0s36fQwiOfz730DjxsDy5fGfFxYCJ54InHIKkJ8fTNmIQAi1xeKGG27AxIkTK2MlOnfujC1btmDWrFkYNWoUGjduDADYsWMHCpkAwx07dqCbbGl5AJMmTcL48eMr35eUlJC4SBapOkhONiQs9JkzB7jnHmfnpYEMkUwKCoDNm719RsJisVAl1VyhCDGnnWasRcHX5WgUWLnSeJ2qfRjhiFBbLPbv3480zmScnp6Oij9mF4uLi9G4cWOsNCsvDJGwevVq9O7dW3rcmjVronbt2nF/RJKoLg2M29+Z6jEWQVGV1xUgrEm1wWhVfa6raowFIUdUl6PRYBOgEIERaovFkCFDMHPmTDRv3hwdO3bExx9/jLvvvhsXX3wxACASiWDcuHGYMWMG2rRpg+LiYkydOhVFRUUYOnRosIUPK3XrGqtcBgU1MmpUBYuF1aJHYYMCM1OfWrWCLkGwhKWdIGFBADRZU40JtbC49957MXXqVFx11VXYuXMnioqKcMUVV2Aak0t6woQJ2LdvHy6//HLs3r0bxx13HJYtW4asVBrUJJP//Ae47DLgzjuDOX9YOr+wUxWExaBBQL9+QI8eQZdEzm23Gc8EnxaXSB3mzQMWLACmTg26JMESlnaCYiwIgO5hNSbUwiIvLw9z5szBHHNxGgGRSATTp0/H9OnTk1ewVKZHD+Djj4M7f1g6v7BTFVyhMjKAFSuCLoU1U6YYf0TqcuWVxl+yCOvzGNZyOYEGpakPWSyqLaGOsSCqIFWp87OiOq+8TRBE9YVcoQiA7mE1hoQFkVyOOEJv++o6qA6jsPgjCxtBVGvy8oIugZjiYv+O7Ue62fr15d81aqR+PiKcNGkSdAmIgCBhQSSH994DBg4EliwJuiSpQRiFxYoVxj1csybokhBEcAwZApx/vpHeOEy88orxfL7/frDlUBUWN9wAnH46sHBh7LMXXwQGDwZmzPCnbIT/rFpl1MMFC4IuCREQoY6xIKoQffoAr74adCmSh5fpZv1YpdcJnTpVr3tIECLS04FFi4IuRSJt26bW85mbmzjRdMYZxh+Rupx4ovFHVFtIWBDhprr6aYbRYkEQBGFHdW2zU4RoNIrDhw+jvLw86KIQISI9PR0ZGRmIeDDeIGFBhJsGDay/79AB2LgxvH7PTiFhQRBEKkLCIrSUlZXhp59+wv79+4MuChFCatWqhcLCQtSoUcPVcUhYEOHkqaeA9euBAQOst1u61FiL4Prrk1KspMEKC+qoCYJIFai9CiUVFRXYvHkz0tPTUVRUhBo1angyO02kPtFoFGVlZfj555+xefNmtGnTBmkuXLBJWBDh5IIL1BYtKy4GHnvM//IkGzbGgjpqgiAIwgVlZWWoqKhAs2bNUKu6r1JPJJCdnY3MzExs2bIFZWVlrhaZDklUKEEQcZDFgiCIsOBHulkiENzMRBNVG6/qBtUwgvCDTp3c7U/CgiAIgiCIFIOEBUF4yerVwLRpwHXXuTsOKywqKtwdiyAIIlnQRAiRZCKRCJZorJH15ptvIhKJYPfu3b6VqTpDwoIgvOSYY4BbbwVq1nR3HIqxIAgiFaH2ivCYCy+8EEOHDpV+/9NPP2HgwIGenvOWW25Bt27dPD1mspk1axZ69uyJvLw8NGrUCEOHDsWmTZt8Py8JC4III+QKRRBEKkLtFZFkGjdujJpuJ/MCoqyszLdjv/XWWxg9ejT++9//YsWKFTh06BD69++Pffv2+XZOgIQFQYQTEhYEQQSNmRnmpJOCLQdBWMC7Qr3//vvo1q0bsrKy0KNHDyxZsgSRSATr16+P22/t2rXo0aMHatWqhT59+lTO5i9YsAC33norPvnkE0QiEUQiESxYsAAAsHv3blxxxRUoKChAVlYWOnXqhKVLlwIQWznmzJmDFi1aVL43rS8zZ85EUVER2rZti5tuugm9evVK+F1du3bF9OnTK98/8sgjaN++PbKystCuXTvMmzfP8rosW7YMF154ITp27IiuXbtiwYIF2Lp1K9auXWtzRd1B6WYJIoyQsCAIImg2bgT+/W/gkkvU96H2KnWIRoGgFsurVcuXxV9LSkowZMgQnHbaaVi8eDG2bNmCcePGCbedPHky7rrrLjRs2BD/93//h4svvhjvvfcezj33XGzYsAHLli3D66+/DgDIz89HRUUFBg4ciN9//x0LFy5Eq1atsHHjRqSzrssKrFy5ErVr18aKFSsqP5s1axa+/fZbtGrVCgDw+eef49NPP8ULL7wAAFi0aBGmTZuG++67D927d8fHH3+Myy67DDk5ORg1apTSeffs2QMAqFevnlZ5dSFhQRBhhIK3CYIImuJiYMwYvX1IWKQO+/cDubnBnHvvXiAnx/PDLl68GJFIBA8//DCysrLQoUMH/PDDD7jssssStp05cyaOP/54AMDEiRMxaNAgHDx4ENnZ2cjNzUVGRgYaN25cuf1//vMffPjhh/jiiy9w5JFHAgBatmypXcacnBw88sgjcStcd+3aFYsXL8bUqVMBGEKiV69eaN26NQDg5ptvxl133YUzzzwTAFBcXIyNGzfiwQcfVBIWFRUVGDduHI499lh0cpu10gZyhSKIsEMdNUEQqQK1V0SAbNq0CV26dIlb4O2YY44RbtulS5fK14WFhQCAnTt3So+9fv16NG3atFJUOKVz585xogIARowYgcWLFwMwVsJ++umnMWLECADAvn378O233+KSSy5Bbm5u5d+MGTPw7bffKp1z9OjR2LBhA5555hlXZVeBLBYEEXaooyYIIux07Qp88gkwfHjQJSFUqVXLsBwEde6AyczMrHwd+cMtq8LCQyA7O9vyeGlpaYhy/fWhQ4cStssRWGrOO+883HjjjVi3bh0OHDiAbdu24dxzzwUA7P3jHj388MMJsRgqblhjxozB0qVL8fbbb6Np06a227uFhAVBhB0SFgRBhJ1Vq4y/IUOCLgmhSiTiiztSkLRt2xYLFy5EaWlpZaaoNWvWaB+nRo0aKC8vj/usS5cu+P777/HVV18JrRYNGzbE9u3bEY1GK4UKHzAuo2nTpjj++OOxaNEiHDhwAKeccgoaNWoEACgoKEBRURH+97//VVoxVIhGoxg7dixeeuklvPnmmyguLlbe1w0kLAgi7FCMBUEQYadePeCss4IuBVFF2bNnT8IgvX79+mjWrFncZ+effz4mT56Myy+/HBMnTsTWrVtx5513AohZJVRo0aIFNm/eXOn+lJeXh+OPPx59+/bFsGHDcPfdd6N169b48ssvEYlEcOqpp+KEE07Azz//jNmzZ+Oss87CsmXL8Nprr6F27dpK5xwxYgRuvvlmlJWV4Z577on77tZbb8XVV1+N/Px8nHrqqSgtLcVHH32E3377DePHjxceb/To0Vi8eDFefvll5OXlYfv27QCMQHQ764sbKMaCIMIOWSwIgiCIasybb76J7t27x/3deuutCdvVrl0b//rXv7B+/Xp069YNkydPxrRp0wAgLu7CjmHDhuHUU0/FiSeeiIYNG+Lpp58GALzwwgvo2bMnzjvvPHTo0AETJkyotGy0b98e8+bNw/3334+uXbviww8/xPXXX698zrPOOgu//vor9u/fn7Ag4KWXXopHHnkEjz/+ODp37ozjjz8eCxYssLRCPPDAA9izZw9OOOEEFBYWVv49++yzymVyQiTKO4RVQ0pKSpCfn489e/YoK0uC8B1zduX554Fhw4ItC0EQBJGyHDx4EJs3b0ZxcbHWALsqsGjRIlx00UXYs2ePrzP1qY5VHdEZJ5MrFEGEHdL+BEEQBKHEk08+iZYtW6JJkyb45JNPcOONN+Kcc84hUZEkSFgQRNihGAuCIAiCUGL79u2YNm0atm/fjsLCQpx99tmYOXNm0MWqNpCwIIiwQxYLgiAIglBiwoQJmDBhQtDFqLZQ8DZBhBUzz/dxxwVbDoIgCIIgCAXIYkEQYWXHDqCkBCgqCrokBEEQBEEQtpCwIIiwkptr/BEEQRCEB1AiUEKGV3WDXKEIgiAIgiCqMJmZmQCA/fv3B1wSIqyYdcOsK04JvcWiRYsW2LJlS8LnV111Fe6//34cPHgQ1113HZ555hmUlpZiwIABmDdvHgoKCgIoLUEQBEEQRLhIT09HnTp1sHPnTgBArVq1tFaiJqou0WgU+/fvx86dO1GnTh2kp6e7Ol7ohcWaNWsqVzUEgA0bNuCUU07B2WefDQC49tpr8e9//xv//Oc/kZ+fjzFjxuDMM8/Ee++9F1SRCYIgCIIgQkXjxo0BoFJcEARLnTp1KuuIG1Ju5e1x48Zh6dKl+Prrr1FSUoKGDRti8eLFOOusswAAX375Jdq3b48PPvgAf/rTn5SOSStvEwRBEARRHSgvL8ehQ4eCLgYRIjIzMy0tFVV25e2ysjIsXLgQ48ePRyQSwdq1a3Ho0CH069evcpt27dqhefPmlsKitLQUpaWlle9LSkp8LztBEARBEETQpKenu3Z3IQgZKRW8vWTJEuzevRsXXnghAGN1xRo1aqBOnTpx2xUUFGD79u3S48yaNQv5+fmVf82aNfOx1ARBEARBEARR9UkpYfHoo49i4MCBKHKZ13/SpEnYs2dP5d+2bds8KiFBEARBEARBVE9SxhVqy5YteP311/Hiiy9Wfta4cWOUlZVh9+7dcVaLHTt2WAag1KxZEzVr1vSzuARBEARBEARRrUgZYfH444+jUaNGGDRoUOVnRx99NDIzM7Fy5UoMGzYMALBp0yZs3boVvXv3Vj62Gb9OsRYEQRAEQRAEEcMcH6vke0oJYVFRUYHHH38co0aNQkZGrMj5+fm45JJLMH78eNSrVw+1a9fG2LFj0bt3b+WMUADw+++/AwDFWhAEQRAEQRCEgN9//x35+fmW26SEsHj99dexdetWXHzxxQnf3XPPPUhLS8OwYcPiFsjToaioCNu2bUNeXl4gC8aUlJSgWbNm2LZtG6W7rcZQPSAAqgeEAdUDAqB6QBgEXQ+i0Sh+//13pRjnlFvHoipC62gQANUDwoDqAQFQPSAMqB4QQGrVg5TKCkUQBEEQBEEQRDghYUEQBEEQBEEQhGtIWISAmjVr4uabb6YUuNUcqgcEQPWAMKB6QABUDwiDVKoHFGNBEARBEARBEIRryGJBEARBEARBEIRrSFgQBEEQBEEQBOEaEhYEQRAEQRAEQbiGhEUIuP/++9GiRQtkZWWhV69e+PDDD4MuEpFEZs2ahZ49eyIvLw+NGjXC0KFDsWnTpqCLRQTI3/72N0QiEYwbNy7oohBJ5ocffsAFF1yA+vXrIzs7G507d8ZHH30UdLGIJFJeXo6pU6eiuLgY2dnZaNWqFW677TZQSGzV5u2338aQIUNQVFSESCSCJUuWxH0fjUYxbdo0FBYWIjs7G/369cPXX38dTGEtIGERMM8++yzGjx+Pm2++GevWrUPXrl0xYMAA7Ny5M+iiEUnirbfewujRo/Hf//4XK1aswKFDh9C/f3/s27cv6KIRAbBmzRo8+OCD6NKlS9BFIZLMb7/9hmOPPRaZmZl47bXXsHHjRtx1112oW7du0EUjksgdd9yBBx54APfddx+++OIL3HHHHZg9ezbuvffeoItG+Mi+ffvQtWtX3H///cLvZ8+ejblz52L+/PlYvXo1cnJyMGDAABw8eDDJJbWGskIFTK9evdCzZ0/cd999AICKigo0a9YMY8eOxcSJEwMuHREEP//8Mxo1aoS33noLffv2Dbo4RBLZu3cvjjrqKMybNw8zZsxAt27dMGfOnKCLRSSJiRMn4r333sM777wTdFGIABk8eDAKCgrw6KOPVn42bNgwZGdnY+HChQGWjEgWkUgEL730EoYOHQrAsFYUFRXhuuuuw/XXXw8A2LNnDwoKCrBgwQIMHz48wNLGQxaLACkrK8PatWvRr1+/ys/S0tLQr18/fPDBBwGWjAiSPXv2AADq1asXcEmIZDN69GgMGjQork0gqg+vvPIKevTogbPPPhuNGjVC9+7d8fDDDwddLCLJ9OnTBytXrsRXX30FAPjkk0/w7rvvYuDAgQGXjAiKzZs3Y/v27XF9Q35+Pnr16hW68WJG0AWozvzyyy8oLy9HQUFB3OcFBQX48ssvAyoVESQVFRUYN24cjj32WHTq1Cno4hBJ5JlnnsG6deuwZs2aoItCBMT//vc/PPDAAxg/fjxuuukmrFmzBldffTVq1KiBUaNGBV08IklMnDgRJSUlaNeuHdLT01FeXo6ZM2dixIgRQReNCIjt27cDgHC8aH4XFkhYEESIGD16NDZs2IB333036KIQSWTbtm245pprsGLFCmRlZQVdHCIgKioq0KNHD9x+++0AgO7du2PDhg2YP38+CYtqxHPPPYdFixZh8eLF6NixI9avX49x48ahqKiI6gEResgVKkAaNGiA9PR07NixI+7zHTt2oHHjxgGVigiKMWPGYOnSpXjjjTfQtGnToItDJJG1a9di586dOOqoo5CRkYGMjAy89dZbmDt3LjIyMlBeXh50EYkkUFhYiA4dOsR91r59e2zdujWgEhFBcMMNN2DixIkYPnw4OnfujJEjR+Laa6/FrFmzgi4aERDmmDAVxoskLAKkRo0aOProo7Fy5crKzyoqKrBy5Ur07t07wJIRySQajWLMmDF46aWXsGrVKhQXFwddJCLJnHzyyfjss8+wfv36yr8ePXpgxIgRWL9+PdLT04MuIpEEjj322IRU01999RWOOOKIgEpEBMH+/fuRlhY/PEtPT0dFRUVAJSKCpri4GI0bN44bL5aUlGD16tWhGy+SK1TAjB8/HqNGjUKPHj1wzDHHYM6cOdi3bx8uuuiioItGJInRo0dj8eLFePnll5GXl1fpL5mfn4/s7OyAS0ckg7y8vISYmpycHNSvX59ibaoR1157Lfr06YPbb78d55xzDj788EM89NBDeOihh4IuGpFEhgwZgpkzZ6J58+bo2LEjPv74Y9x99924+OKLgy4a4SN79+7FN998U/l+8+bNWL9+PerVq4fmzZtj3LhxmDFjBtq0aYPi4mJMnToVRUVFlZmjQkOUCJx777032rx582iNGjWixxxzTPS///1v0EUikggA4d/jjz8edNGIADn++OOj11xzTdDFIJLMv/71r2inTp2iNWvWjLZr1y760EMPBV0kIsmUlJREr7nmmmjz5s2jWVlZ0ZYtW0YnT54cLS0tDbpohI+88cYbwrHAqFGjotFoNFpRURGdOnVqtKCgIFqzZs3oySefHN20aVOwhRZA61gQBEEQBEEQBOEairEgCIIgCIIgCMI1JCwIgiAIgiAIgnANCQuCIAiCIAiCIFxDwoIgCIIgCIIgCNeQsCAIgiAIgiAIwjUkLAiCIAiCIAiCcA0JC4IgCIIgCIIgXEPCgiAIgiAIgiAI15CwIAiCIDzhwgsvxNChQwM7/8iRI3H77bcrbTt8+HDcddddPpeIIAiiekErbxMEQRC2RCIRy+9vvvlmXHvttYhGo6hTp05yCsXwySef4KSTTsKWLVuQm5tru/2GDRvQt29fbN68Gfn5+UkoIUEQRNWHhAVBEARhy/bt2ytfP/vss5g2bRo2bdpU+Vlubq7SgN4vLr30UmRkZGD+/PnK+/Ts2RMXXnghRo8e7WPJCIIgqg/kCkUQBEHY0rhx48q//Px8RCKRuM9yc3MTXKFOOOEEjB07FuPGjUPdunVRUFCAhx9+GPv27cNFF12EvLw8tG7dGq+99lrcuTZs2ICBAwciNzcXBQUFGDlyJH755Rdp2crLy/H8889jyJAhcZ/PmzcPbdq0QVZWFgoKCnDWWWfFfT9kyBA888wz7i8OQRAEAYCEBUEQBOEjTzzxBBo0aIAPP/wQY8eOxZVXXomzzz4bffr0wbp169C/f3+MHDkS+/fvBwDs3r0bJ510Erp3746PPvoIy5Ytw44dO3DOOedIz/Hpp59iz5496NGjR+VnH330Ea6++mpMnz4dmzZtwrJly9C3b9+4/Y455hh8+OGHKC0t9efHEwRBVDNIWBAEQRC+0bVrV0yZMgVt2rTBpEmTkJWVhQYNGuCyyy5DmzZtMG3aNPz666/49NNPAQD33Xcfunfvjttvvx3t2rVD9+7d8dhjj+GNN97AV199JTzHli1bkJ6ejkaNGlV+tnXrVuTk5GDw4ME44ogj0L17d1x99dVx+xUVFaGsrCzOzYsgCIJwDgkLgiAIwje6dOlS+To9PR3169dH586dKz8rKCgAAOzcuROAEYT9xhtvVMZs5Obmol27dgCAb7/9VniOAwcOoGbNmnEB5qeccgqOOOIItGzZEiNHjsSiRYsqrSIm2dnZAJDwOUEQBOEMEhYEQRCEb2RmZsa9j0QicZ+ZYqCiogIAsHfvXgwZMgTr16+P+/v6668TXJlMGjRogP3796OsrKzys7y8PKxbtw5PP/00CgsLMW3aNHTt2hW7d++u3GbXrl0AgIYNG3ryWwmCIKo7JCwIgiCI0HDUUUfh888/R4sWLdC6deu4v5ycHOE+3bp1AwBs3Lgx7vOMjAz069cPs2fPxqefforvvvsOq1atqvx+w4YNaNq0KRo0aODb7yEIgqhOkLAgCIIgQsPo0aOxa9cunHfeeVizZg2+/fZbLF++HBdddBHKy8uF+zRs2BBHHXUU3n333crPli5dirlz52L9+vXYsmULnnzySVRUVKBt27aV27zzzjvo37+/77+JIAiiukDCgiAIgggNRUVFeO+991BeXo7+/fujc+fOGDduHOrUqYO0NHmXdemll2LRokWV7+vUqYMXX3wRJ510Etq3b4/58+fj6aefRseOHQEABw8exJIlS3DZZZf5/psIgiCqC7RAHkEQBJHyHDhwAG3btsWzzz6L3r17227/wAMP4KWXXsJ//vOfJJSOIAiiekAWC4IgCCLlyc7OxpNPPmm5kB5LZmYm7r33Xp9LRRAEUb0giwVBEARBEARBEK4hiwVBEARBEARBEK4hYUEQBEEQBEEQhGtIWBAEQRAEQRAE4RoSFgRBEARBEARBuIaEBUEQBEEQBEEQriFhQRAEQRAEQRCEa0hYEARBEARBEAThGhIWBEEQBEEQBEG4hoQFQRAEQRAEQRCuIWFBEARBEARBEIRr/h8Gzv6A4xZw2gAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "counts1 = np.random.poisson(lam=100, size=len(time))\n", + "counts2 = np.random.poisson(lam=100, size=len(time))\n", + "\n", + "# Create light curves\n", + "lc1 = Lightcurve(time, counts1)\n", + "lc2 = Lightcurve(time, counts2)\n", + "\n", + "# Create subplots\n", + "fig, ax = plt.subplots(nrows=2, sharex=True, figsize=(8, 6))\n", + "\n", + "# Plot each light curve on its own subplot\n", + "ax[0].plot(lc1.time, lc1.counts, color=\"b\", label=\"Lightcurve 1\")\n", + "ax[0].set_ylabel(\"Counts\")\n", + "ax[0].legend()\n", + "\n", + "ax[1].plot(lc2.time, lc2.counts, color=\"r\", label=\"Lightcurve 2\")\n", + "ax[1].set_xlabel(\"Time (s)\")\n", + "ax[1].set_ylabel(\"Counts\")\n", + "ax[1].legend()\n", + "\n", + "# Adjust layout and show plot\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/saurav/.local/lib/python3.12/site-packages/stingray/fourier.py:1134: UserWarning: n_ave is below 30. Please note that the error bars on the quantities derived from the cross spectrum are only reliable for a large number of averaged powers.\n", + " warnings.warn(\n", + "/home/saurav/.local/lib/python3.12/site-packages/stingray/fourier.py:1161: RuntimeWarning: invalid value encountered in sqrt\n", + " dphi = np.sqrt((1 - gsq) / (2 * gsq * n_ave))\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# calculating the crossspectrum\n", + "cs = Crossspectrum(lc1, lc2, norm=\"leahy\")\n", + "cs.plot()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "#real part of crossspectra\n", + "cospectrum = cs.power.real\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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jxIgRaNCgAc477zzMnDkTiUQCGzdurJv2ggULkEgksGLFipRlfvPNN7HnnnuirKwMp512GrZv345p06ahQ4cOaNy4MS655JLAR2cjJ5YgCIIgBB57DHjlFfYzZkzYS5OdbN8O1K+f+flu3QrUq6f32d9//x3vvPMObr31VtRTfKlRo0aora2tE7CzZs3Crl27MHbsWAwbNgwzZ84EAAwfPhw9evTAI488gvz8fCxYsACFhYV109m+fTtuvfVWPPXUUygqKsKFF16IP/3pT/j0008BAB9//DFGjBiBBx54AIcddhiWLVuG8847DwAwceJE1NbWYvDgwdiyZQv+9a9/oXPnzvj++++Rn5+PQw45BFOmTMENN9xQV6a0vrDh7777btxwww2YOHEiAKSJZzO2b9+OBx54AM899xy2bNmCU045BSeffDIaNWqE//73v/jxxx9x6qmnom/fvhg2bJjeBncBiViCIAiCEPjjj7CXgIgCS5cuhWEY2GuvvUw/8/777+Obb77B8uXLUVFRAQB46qmnsM8++2Du3Lno3bs3fv75Z1x55ZV109l9991TplFdXY2HHnoIffr0AQBMmzYNe++9N7744gsceOCBmDRpEq655hqMHDkSANCpUyfcfPPNuOqqqzBx4kS89957+OKLL7Bw4ULssccedZ/hNGzYEIlEAq1atUpb/gEDBuDyyy+v+19XxFZXV+ORRx5B586dAQCnnXYann76aaxduxb169dH165dccQRR+DDDz8kEUsQBEEQRPZQVsZc0TDmq4uhkT1YuHAhKioq6gQsAHTt2hWNGjXCwoUL0bt3b4wfPx5jxozB008/jYEDB2Lo0KF14g8ACgoK0Lt377r/99prr7rvH3jggfjqq6/w6aef4tZbb637TE1NDXbu3Int27djwYIF2G233eoErBN69erl+DsAUFZWlrIOLVu2RIcOHVJc3pYtW2LdunWupq8LiViCIAiCIDJKIqH/WD8sdt99dyQSCc+dt2688UaceeaZeOutt/D2229j4sSJeO6553DyySdrfX/r1q2YNGkSTjnllLT3SkpKUFpa6nrZ5JgEH0VLFPDV1dVp3xPjEACQSCSUr9XW1rpeNh2oYxdBEARBCDjt/ENkJ02aNMGgQYPw8MMPY9u2bWnvb9y4EXvvvTdWrlyZ8hj++++/x8aNG9G1a9e61/bYYw9cdtllePfdd3HKKadg6tSpde/t2rWrrqMXACxevLhu2gBwwAEHYPHixejSpUvaT15eHrp3745ffvkFP/zwg3I9ioqKtDtYNW/eHADw66+/1r22YMECre+GAYlYgiAIgiAIBQ8//DBqampw4IEH4qWXXsKSJUuwcOFCPPDAAzj44IMxcOBA7Lvvvhg+fDjmz5+PL774AiNGjEC/fv3Qq1cv7NixAxdddBFmzpyJn376CZ9++inmzp1bJ1AB5mpefPHFmDNnDubNm4dRo0bhoIMOwoEHHggAuOGGG/DUU09h0qRJ+O6777Bw4UI899xz+Otf/woA6NevHw4//HCceuqpmDFjBpYvX463334b77zzDgBWhWDr1q14//33sWHDBmzfvt10fbt06YKKigrceOONWLJkCd566y3cc889AW5hb5CIJQiCIAiCUNCpUyfMnz8fRxxxBC6//HJ069YNRx11FN5//3088sgjSCQSeO2119C4cWMcfvjhGDhwIDp16oTnn38eAJCfn4/ffvsNI0aMwB577IHTTz8dgwcPxqRJk+rmUVZWhquvvhpnnnkm+vbti/r169d9HwAGDRqEN998E++++y569+6Ngw46CPfddx/at29f95mXXnoJvXv3xhlnnIGuXbviqquuqnNfDznkEFxwwQUYNmwYmjdvjjvvvNN0fQsLC/Hss89i0aJF6N69O+644w7ccsstfm9W30gYOsnlLGHz5s1o2LAhNm3ahAYNGoS9OARBEEQEmTgRuOkm9nfuXCGDY+fOnVi+fDk6duyIkpKSsBcnUjz55JO49NJLU+qy5gpWx4WuXiMnliAIgiAESLgSRDwgEUsQBEEQBEHEDhKxBEEQBEEQITBq1KicjBL4BYlYgiAIgiAIInaQiCUIH/jf/4DrrgMUpQQJgogZlIkNhhzqR05o4MfxQCKWIHzgppuA224D3nor7CUhCIKIFnwkJ6v6pETuwY8HeaQvJ9CwswThA9yBpTaaIAgilfz8fDRq1Ajr1q0DwOqiJhKJkJeKCAvDMLB9+3asW7cOjRo1Qn5+vutpkYglCB/gw0MHPEw0QRBELGnVqhUA1AlZgmjUqFHdceEWErEE4QNcvOZK5OuZZ4BHHgFeeAFo3TrspSEIf8mV8ziTJBIJtG7dGi1atEB1dXXYi0OETGFhoScHlkMiliB84P9H98sZJ3b4cPb7qquAp58Od1kIgogP+fn5vogXggCoYxdB+EKuxgn++CPsJSAIgiByFRKxBOEDuSpiCYIgCCIsSMQShA+QiCWI7IEysQQRD0jEEoQP5FomlkMXe4IgCCIsSMQShA+QE0s4xTCAp54Cvv467CUhCIKIJ1SdgCB8IFdFLDmx7nnzTWDkSPY3bUeCIAjnkBNLED6QqyKWcM///hf2EhBm0E0FQcQDErEE4QO5KmLpYu8e2nYEQRDeIBFLED7AO3aRMCF0oWOFIAjCGyRiCcIHyIklnELbjiAIwhskYgnCB3JVxBJENkI3GAQRD0jEEoQPkIglnEJCiSAIwhskYgnCB2iwA8IptO0IgiC8QSKWIHyAnFjCKSRiCYIgvEEiliB8IFdFLAkx99C2IwiC8AaJWILwARKx3li9OvdEXa6tb5ygfUMQ8YBELEH4AIlY9/ztb0DbtsBf/+p9WgThNyRoCSK6kIglCB/I1Y5dfjB2LPt9223hLkemIXHkjTPOAE44IfjtSPuJIKJLQdgLQBDZQK46sYR7SBy5Z+dO4Lnn2N/LlwOdOgU3L9pPBBFdyIklCB/g4jXXLni5tr5+QtvOPeLNYhDbUZwm7SeCiC4kYgnCB8iJJZxC4sg94nmWSAQ7L9pPBBFdSMQShA/kaiaWLvDuoW3nHn6+AcGL2Fw7pwkiTpCIJQgfICeWIDJHJkUs3WwQRHQhEUsQPpCrIpYu8O6hbeceUcQGAWViCSIekIglCB/IVRHrJ0VFYS9BZqFjxT27dmVuXiRiCSK6kIglCB8gEeud4uKwl4CIC6ITG/Q5F6VzeuFCYPr0sJeCIKID1YklCB+gjl3eyTURSw6fe0QRm8loQdh07cp+z58P9OgR7rIQRBQgJ5YIjffeA446Cvjxx7CXxDvkxHqHRCyhS9BObNQzsd98E/YSEEQ0ICeWCI2jjmK/zzoL+PTTcJfFC+JFLtdELDmx7omiOIoLmYwT0H4iiOgSWyf29ttvRyKRwKWXXhr2ohAe+fXXsJfAG0GPHpQrkIgldMnVTCwn6LJiBBEXYili586di8ceewzdu3cPe1EIH8iL5VGYJJMX1KhBTqx7ov7IOsrkaiaWQyKWIBixkw9bt27F8OHD8fe//x2NGze2/GxlZSU2b96c8kNEj7g3yKJwzTUR6yclJWEvQWbJ5RiKV3I9E0sQBCN2Inbs2LE47rjjMHDgQNvPTp48GQ0bNqz7qaioyMASEk6JuxNLItY9Yr1PcmIJXXI9Exv3G3+C8ItYyYfnnnsO8+fPx+TJk7U+P2HCBGzatKnuZ+XKlQEvIeGGuDfIuSxivV7gd+5M/p1rIlYk144brwQdJ4j6DUbc20yC8IvYVCdYuXIlxo0bhxkzZqBE87ljcXExinP5yhgT4t4g57KI9cqOHcm/c23ELooTuCeTcYIo7pu4t5kE4RexcWLnzZuHdevW4YADDkBBQQEKCgowa9YsPPDAAygoKEBN0Ol+IjDiHiegjl3uEZ1YMzZsAB59FNi40du8okbU3b4oQ5lYgiCAGDmxRx55JL6RKjyfffbZ2GuvvXD11VcjPz8/pCUjvBJ3V4GcWPeITqyZWDjpJOCzz9hwm6+8kpnlygRRd/uiTNAiNopl88RlinubSRB+ERsRW15ejm7duqW8Vq9ePTRt2jTtdSJexL1BzmUR66cTa7btPvuM/X71VW/zihokYt2Ti5lYErEEkU7MH+QS2UDc4wS5LGK9ouPEcrLtwh1FoRQXMunERuWcpsQcQaQTa/kwc+ZMTJkyJezFIDwSd3EiXlxIjDhDFLF2YqEgNs+NnBMVoRQXcjETK66zzo3/p58C/fsDX38d2CIRDrjiCuCMM6JzPGULsRaxRHYQdxEbRdcmU/gZJ7CbVmGht3lFDYoTuIcysfaff/ZZYNYs4KWXglsmQp/77weeew5YsybsJckuSMQSoUNxgtwll53YKLp9cSEXM7HieuqIWD6QSGVlMMtDOIPvP4qF+EvM5QORDZATG18y6cRms4jNtePGK5SJtYcvd3W1/8tCOIef71E5nrIFErFE6JATGy/8dKacdOyiOAHByfVMrM6NP4nY6EDnenDEXD4Q2UDcndhcG+zAz7ygToktTrY5sdQh0D25nonVgW+jqir/l4VwRq4ZHZmERCwROnEXsbnWQPm5jrnsxObaceMnuZ6J1TleyImNDlG8KcoWSMQSoUNxgnjh5wWenFhGLhw3fpLrmVgSsfEiisdTthBz+UBkA+TExouwnNhsE7HkzrgnFzOxTtsZvo1IxIYPZWKDg0QsETpxF7G55qj5eVF34sRmW5wg144bP+Hlo4DcycS6dWIpExs+uWZ0ZBISsUToZFOcICoXvCDxc33JiWXkwnHjJ5SJtf88xQmiA4nY4Ii5fCCygbg7sbnWQJET6w/kxLqHMrH6nycRGz5RPJ6yBRKxROiQiI0XfjqI4gWWqhMQulAmVv/zJGLDhzKxwUEilgidbIoT5EID5ec62tVKFd/PNhHrR53Y2lpgyhTgiy98WaTYEHScIIpRD4oTxJcoHk/ZQszlAxFXxJM67k5srj0W9tOlstt24rjv2ZyJdXvczJ4NXHYZMG6cP8sUF3LRiaWOXfEl14yOTEIilggFsXcxObHxIpNObDaLWD+E2JYtqb9zhVzMxFKJrfhCcYLgiLl8IOKKKGLj7sRG8YIXJH46U06c2Ljf7Mj4ESfg08iF406EnFj7z1OcIDrk2jUik2TZZYGIC2KDTCI2XviZ77Kblihis23b+nHckIilTKwZJGKjQ65dIzIJiVgiFLIpTpDLmViv6+vEiQ1CrISJH8cN/14uHHciuejEOhXWfBtRJjZ8SMQGR8zlAxFXyImNL36ur5NMbLZtWz/cPr79sk3g25HJTGxURCw5seHy9NPAn/6UWttaF8rEBkeWdZUg4oLoxEblIuEWErHuISeWQU6sMzLpxEZl25KIDZcRI9jvgw4CLr3U2XejeFOULZATS4RC0GOfZ5Jca6CCihPYObHZJmIpE+seysTqf55ErL+sX+/8O7lmdGQSErFEKGRTjjTXGqhMOrFOhqWNG34NdiD+zhVyPRObDXVip0wBLr887KVwjpvjIdeuEZmE4gREKIhObNwdtmwS5DqIjbjXfUdObPrfTiAnljKxZkQ9TnDZZez3iBHAfvuFuyxOcHM8RDGeki2QE0uEQlziBL//DixZYv2ZXLvLpo5d/uBnJjbbBL4dlInV/3xURSxn27awl8AZ5MRGCxKxRCjExb1s3hzYYw/gxx/NP5NrDRSV2PIHP6sT5MJxJ5KLmVi3cYJdu6KzDtkAidhoQSKWCIW4OLF82T76yP4z8t/ZSlhObLaJWD9u5EjE5k4m1m2cAIieGysuW9xKLHqNE0TleMoWSMQSoRC0k+I3Vp0j4uIq+4WfItZuWtkcJ/BjO9p17KquBv72N2DxYnfTjyqUiXX2+aiJWNHE8JsdO4KbNuDueMs1oyOTkIglMs6sWcDjjyf/j8NJbSVic62BohJb/uBHdQI7J/b++4GxY4G99nI3/ahCmVj7z0fZiQ1qsJs33gDq1wcefti/acpQnCBakIglMk7//sCjjyb/j8NJTSI2SViDHWTbtvXTiTUT+B9/7G66UYcysc4+nysi9sQT2XpfdJF/05QhERstSMQSoRMHh41EbBJyYv0hE5nYqAgwv6FMrP3n4yJi4waV2IoWJGKJ0InqSS02PLoiNioXvCAhJ9Yf/Dhu7DKx2bbNOJSJdfb5qA14IGZi/XJixf20557+TFMFZWKjBYlYInSielKLy0Udu5JQdQJ/ICfWPUEPlhJF5yxb4wR+sXp18u/dd/d/+pxcihMYBvDbb2EvhTUkYnOM7duBr76K1sUtqie1eKGkOEESihP4QyaqE2Tr8UhOrP3n4yJi/dp/33yT/Ds/359pcrzGS6J4POlw1VWsVvrnn4e9JOaQiM0xxo4F9t8f+OSTsJckSVTFCYlYNRQn8IdMVCfItm3GyfVMrM4yRbnEVtAi1u9ritdzNYrOvg7/+x9b9q+/DntJzCERm2OsWMF+//RTqIuRQlRPalHEWl0Eck3EkhPrD34cN6KIVW2/bD0ec9GJ9RIniHIm1q/zWhxV0e86tF5FbFyvEdu3s99RHhq4IOwFIDJLFEf4idKyiIgNYWUlE/7t26d/jjKxwU0rV5xYr3ECgF1c5U4y2bbNOEGX2Iqic5YNcYKaGuDqq4E2bZKv+bV9xXX0W8SK08tFEct/RxFyYnOMsEWsar5RPanFhusf/wA6dAD+9a/0z8W1gXILObH+4IfbZydsouIi+k0uOrHZMGLXc88B99wDXH558jW/zusgO/t5Pd6ieFOkQxycWBKxEaKyEpgzJ9iD3K44etCo5htVcaK6m7/ppvTXck3EUibWH/x2YuN0g+iVXM/ExtWJXbUq/TW/9p+4fShO4A/kxBKOOOMM4KCDgLvvDm4eYTuxKsEa1ZNa1RA2bJj+WlwbKLdkssRW0KWUwsTPTKzZNKIiwPwmF53YbMjE5ikUh1/ndZAiNtfjBOTEElq88gr7nQkRG5YgUDUuUT2pVcvaqFH6a3FpoAzDn8Y9qDiBalrZLGL9qE4gbrM43SB6hTKxzj4fFSdWNbBBHESs1+MtijdFOpCIJVyh0+CsWQPssw8wZYqzaUfRiY2qONF1Yv0QI5ngiCOArl29uzKZdGKzudMcObHuMVtvvy62URQd2RAnUBFEnCDITKwbgRy1m6I33wRuu8362K6pSca5KE5AOEKnwbn+euD774HLLnM27bCd2Di5RW7iBEB0LnoitbXArFnAkiWp9RTdIOcFvawvObEMP5zYXM/EPv88UL8+cO+93qcfxUyslzhBVERsHOME1dWpN/4621Kef5hP65YvB448EnjnneRrF18MXHcdsGiR+fd27Ej+TU4s4Qidk2TrVnfTjqITG9ULraohbNAg/TV5+aO4PmIjVK+et2n5KdqdZGKjuF3dIov/uDmxP/wAvPxyeAJPtd7Dh7PfYs93t2SDEyt+PiqZWFWcIModu6qr2RPPvn31p/3oo+w68fHHydfCFLFnnw188AEweHDytS1b2G8rcSq6r1EWsVQnNoK4udPThZ9AJGLt8SJi/R720Cu80QKAoiJv05Iv6rW1aodFBydxgmxyYv268bETNkGdW3vuyX6/8w4waFAw87BCdVz4KTaj6MRmQ5wgU06sX9Ncv549vRKx25Z/+Qv7feaZwMqV7O8wReyaNemv8XWwWhdRxFKcgHCETqPpVsRGMU4QVXGi2sY6HROiKMpFEev1ouyXAFOJYRnZiY2KoPCKX262XceuoLfX7NnBTt8MlaDz87yLYmfNbIgTBOnEim2FX06sajq60za7Qc/08aTa5vx4sFqXuDixJGJjilcRS06sPbqVFOIQJxBFrNflC8JFBOzjBGafiSN+3fiE5cSqMAzgvvtSs3dBQXVinX0+yiI2yplY1XR0t6XZTcerrwLHHQesXetp0bTxQ8RG2YmlOEFMcXviR9GJjaLoA0jEmqHjoOqgI+Tkz9TUuI8uRAm/RKyTjl2qYWm9Ih4LH38MjB+f/noQ6Ai6XbvYseLmeIl7JlbOXOdaJjYIYcxx48SK6/j+++z3jBnAn//sftl0kbe5WGpRN05ATizhO9nkxMYpTkAi1t367tgBjBkDvPZa8jU3TqzOvAyDVe3wo5d6UPgVJ3DixAbtWPL8XyawEyxVVUDHjsCBB7qbftydWHmZRectzPY2l5xYu7x/ptxxeZvrxi5kERuV80CGRGxM8dqxi5xYe1TbWHUi55qIdePEPvoo8I9/AEOGJF9zI2J1jttVq1j95Ouvt/9sWGTKiRW3qd8F4OV5+u3yWmEn6L79FvjlF2DevOwZYcnJMsnvV1ez17p3B/bdN7x1UrniUa5O4CUTG5Xyd/J5KYrnpUuBO+8ENm1K/54oYmtqohNJkYmNiJ08eTJ69+6N8vJytGjRAkOGDMHixYvDXqzQyCYnNioXCRldJzZuHbvCcGLXrUt/Tacjkpttywt0899RJIzqBEGPbBUlESsul5v1jrsTK69zdTXrab9wIfv57Tf/l0+HXHVioypib7kFuPpq4Jln0r8n52CjGimIjYidNWsWxo4di9mzZ2PGjBmorq7G0UcfjW1R3bIBQyI2eChOoMaNE1tWlv6azrHgxonl36mpiY4AkdFxoXVwUp0gCCdWnL7osgX9pMcuTiBuFzfrrcrEbtwIzJwZjbbT7nhRObFiaT2xkH0myZQT69fx51d1gjBFrLzNRRG7YQP7vXFj+vfiImJj07HrHanL65NPPokWLVpg3rx5OPzww0NaqvDIto5dQXQ68YpbERtF4RS2E1tamvyb72sdJ9aLiOWfL4hgK5ftTmxVVeo+95swnNgDD2Q1Q//5T1ZAPtN4iRNUVaWuU1giNpecWLvOgZm6Bls5sXy5VOski9ioViiIjRMrs+n/QxxNmjQx/UxlZSU2b96c8hNlnIi4bHJigWgKP3Ji1XgVsfwxf1BxgiDqRfpNGCW2MunEBt0b3omI9erE8r950fvnn3c+PT/wGicQt0lYgkQnjuWWKNeJDbv8nYhKsKrWKS5ObCxFbG1tLS699FL07dsX3bp1M/3c5MmT0bBhw7qfioqKDC6lcwoL9T/r9sSPYscuIJrCL5syseIwxWHECUpKkn/ze0mdht2rExtVEeuXe2/nzsmudJCIN+FB55GDFrFWmdiwnhg5EbFmHbs4YTmxQYq5TMUJsikTa/UaObEBMnbsWHz77bd47rnnLD83YcIEbNq0qe5nZSZrwLhAV8SKdd6cElUn1svyVFaysaH9vnBmqxMbxohd4n7nItZNnMCpExvVHrWZcmLF9fdL0Js9JhWnH7QTayfOg8jEcuIqYqPgxAZZYlHePn60w17qxNqN0pUpI8kqE2v1GjmxAXHRRRfhzTffxIcffojddtvN8rPFxcVo0KBByk/YqEpZcEQRa3bx/c9/gCZNgO++czf/KGZirV7XYexY4MgjgQsvdD8NFbyxOuEE4Npr2d/ZIGLDcGLF49lKxMrTUg12YEcQ2Ti/8euYscu8its9KLGgmlfYTqxX8R7F6gROMrHyvq6qSv1OWIIkU06s6n83eHFiRXRKMwaFX04siViPGIaBiy66CK+88go++OADdOzYMexFcszf/gY0agQ8/rj6fVHEmj3umTFD3ZNQl2x0Yv/xD/b7n/90Pw0VvAErKEj27CUR6259xYuBLGLz85Pv+e3E+iVin3mG3SitX+/P9PyqThCUmJs1C7j0UrVjZ9ZLXpxX2JlYryLWSjCGNWKcn3GCsARJppxYv6brJRMrQnGC4IiNiB07diz+9a9/4ZlnnkF5eTnWrFmDNWvWYEdY4R4XjB3Lfp9/vvp98WJutlpeVtcwkidONonYoBBFLL9w0WAH/juxYvUAP5zYIETs8OEssjJhgj/TC8KJtRNzTi7qkyYB998PvPde+nviNs1WEZuNmVhxPaIkYoNyYv049/1yYqMuYqljVwZ45JFHsGnTJvTv3x+tW7eu+3k+rK6iASAe1Dt3qj/j5W7Ij3I7N90EDBzo/nFhEHGCoFCJWN2OXbW17KZl6tRgl1GXsJ1YseHkkRq+3cQnELJ4iIqI5fC6il4JIxPr5BzjFyzVhUtHxGYyTqBaL1FERy0TG1QnPhFVdQLxO9lYnSBTItbrTREnrBJbqhtMihNkAMMwlD+jRo0Ke9F8Qzw5zBxXv0Ss24vmxInA+++zbK4b4u7E6sYJvvmGxUf++lf9+dXW+ve4WiZsEWsVJzBzYt26NkGKWL/ykZmqTuDWkeTfs3Nt/HBiP/sMOOYYNpKULkGJd05QTuxttwEtWrDhPp3ixYmV68SSE6tHrjixViKWdyWiOAFhi3gSBiFi/SxB4rYRzBURy0taWXXkkxk6lF3gPvnE+bLaEeU4gZkTKx4rXOg6dWL9rk4Q1AXXDydWlbN1K+a4CLUTsWbb2okT++STwPTp+jfGYiwKCD5OIE/fi4i97jrm5l99tfPvZkMmNkgn1k05PqfTNHvNjjiL2GbN2G9yYgnbxk88OcziBF4ysU4aQSfT8uN72SRiDSO5n7Zt01+3l19mv++91/myWrFrV+pxE3acQNeJFc+H4mL9eQVZnSAoJzaIOIG87m6cWJWjaiZc3Tqx/OKo27bpbDs/O3bJ+zysjl1+xgnIiXU3TT5dp+1AnEVs06bsd1S7H5GIzSD8QsyxGp0o6k6s2++bNSxRz8TyhkA3EyvehDjdZ2IHPz8QBzoAwnFideMEZnVHeXWIsDOxQV1wg4gTyBcmJ+eYbpzADyeWt3W639HJSVPHrtT/o1InNhsysap52RFmJla86ZKfznBU68nPx8aN2W8SsUSKiN25E9hrL+DPf06+FnQm1k8n1g/nyI/pBYmXOIEoYmURaYffIlZ2XaLixPLvmYlY8ViJioiNkxMrX6ycbAurOIE4Tz+cWH6umD19spo/kHkn1g8R62YaXjOxuebEBhUnAJzHlKLixNbW6jux/LWGDdlvysQSdRdiAHjnHeCHH4B//zv5mnjSBREn8Nqxyw8nN1dErLifwhax8rEUtUysuL5mcQKemw27Y1fUMrFhO7FmIlZ0VdesAW68EfjlF/W8+LkSJREbVCbWC9laYiuOTqzTaYcpYkV27dIXsfxGlHfsIieWSBk/XhYqtbWpjUwU4wR+jP7jp4hdt07dCWr+fGD5cufTk/FSJzZKTqz8mDZq1Qny85PCQBUnyM9PbpNsdWKDGOzAixPrZyZ2zBhWd3bAAPW84ubE+pGJdSOEsyETmy1xAl0nlq9vkOtth3isORGxshMbVRFbYP8Rwi/EOEGBtOXlkyWKcYIgRayb6XXunC4QV64EevZkf3sVHHx9vTqxYmUAHYIWsV63i98du/Lz2fatqVGX2CooSG4Ts3nt2MFGsxswILeqE6i2F8eLE6tbnUDHieU3mkuWqOdFmVg9zEZKUxHVTGy2xAl0j6nqanbdD3PYWfGmq7paPxNLcQIiDVHEynf68gmnErHV1d7uLr06saK7EgUnVuVwLl6c/NurWPMy2EE2O7FBxAnsnFi+/c2On0suAU46CTjrrGCrE/h14Yl6JtZrnEBsK9q0sZ5X3JxYP8jVTGxQjqRYdo1Hj8JwYuVjhbe9UcnEunFiKU5A1CF37OKoxKmqQfd6EHl1YsULk1uHS1yGli29LY8KMbKhe1E0I1s6dkUtTiCP2CWKVFUmVseJfeIJ9vvVV+MRJ4hydQKxB7MfTuxuu1nPL+hMbJQGOzCbpg5hxwkMA7j9dlbT1y1BObGqTqBhZGJVNw+q181eCwK5TaWOXYRrxINJbOSrqvScWK8HkdWjRx3EA92toObzHTIE+PVXoEkT98ujQiyczx0/t2RLx66oObF//JH69MHMiRXjBHZOrEgcOnZF2YmtqUnuBz8ysW3bJv9WnZNeRayXOMFvv7EfGSvBGIU4QRgdu6ZPByZMYKOruSWojl3iNLiREVSdWMDcxJHnydveIEpsLVzInkD9+qv15+QnUzoiVryRjboTS5nYDCIeKGKDLT/qAdQHjNlBZBh6DaufTqxbl1MWLlbi0Aqz/Jz82Fp0e52iWyeWnFj778iiYvNmfSc2Gzt2+ZWJdSJidS+aZsJUNR0dEVtamvx75Upgn31Sp8fPFbeZWLdxgl27gH33Zft05UrzUm/yCGFhdezyKmK9OrGrVzv/jkxQjqS4bfgTzzAysfI8g3Rie/VixtZ337Gh4M2Qbzp1RKz4nah37CInNoOIB4rYiKicWJVINHNidS+sfopYr04sFyVuROxnnwEffJD+el5e6jJmyolVPRp26sSK+zDqItZqkA4z5EZ/wwb9TKzd9reaV1ycWD/iBHYdu3S3hV1syOlgB+Jy/fRT+vTCKrG1ZQtzsdasSW0r5H1hGKnTiIMTKw8k4qZj15o1wOuvJ+cl3oz4cdNl9ZqX6WYiTqDrxAYpYvk+/OIL68/pOLHycoufoTgBUYd4YIg91quqzA9+EbODSPdk8LPElh9OrPhbdx22bAH69gWOPTb9vUQi9eIZZpzAqRMrblu/h7WMmhMLMBHLv5eXZx8niLsTu3Ej8OOPyf8z4cTKbYhfTqzTOIE4359/Tp8Wn16mRax4oym2rZkQsUGX2OLv80fr8tO+XbvsB6Q45BDWWfIf/2D/iyKWt2mffgqMGgWsX5/63fXrmQgGmFN46aXA2rWZdWLDyMSaxQmCLLFl1ya5iROI/1OcgKhD1UMbYI2JOBACoD7AzQ4iNyI2k3GCHTuAyy4DTj7Z3InVPaGtTqREInUZnZa2kslknVhxueXya16Jqoh1EyfQmZfZ424/cLvtmjVjy7ViBdC+fTBOrF+ZWLuRt5x27BI/L4tY8Tzxs8SWuNxm6202NLTq+I6bE8vfLy5m7Y9cvg5gTwPl644Ir7X9zDPAueemPiHavJmJm0MPTU7rP/9JzrtFi+Tr++3H5r9smTretW0bsGAB+5zbbZvpOIFTJzbIEltOOvl5FbG60cVMQk5sBnHixKoOTK9OrNeOXW7jBLffDjz2GOsQ4DVOYHUChRUnsOvYpSOmxeWOW5zA6SN+wH2cwOy4lcvImM3XK14HJZgzJ/V/TpQysU7iBE6dWDlOIJ4nujfGOjdR2ejEuokTiBVx5HZANxfL2y9xm/IKI5xvvkn+Le7HZcuSy/K//6mPweefB3r0AN57T295VIjTzUSJLd1MbCZKbDkRsbqZWP5/Xh5Qv37yda8Vf4KAnNgMYuXEyu6b6mT3M07g5gRyGyf49tv0ZbCLE2zZwkbk6tw59XWr5Y6SiPXixPpNlJzY8nK2b0eNSr5n5sQ6GewgkUiKD79FrNUQpE6/X1bGfgcx2EEQTqwfJbbEdZXPSfE80W1TdG6idESsrhMri9iw8BInALyLWLGNkkWsuC3FbfXHH8m/Cwqsl1uVl9aFH2N5eeHWic1kJpYTRJyAL3dRUWqMZMeO1P+jADmxGcRKxOpc1MLOxLp1YkUnUteJ3XtvoEsXlqcSiaKIVe07px27dB5/uiUKTiw/9lu1Sn/Pj8EOxByx3yJWXD83Tqy4/bmI9StOYHVOB1WdwIsTa1VKMCgn1my9xXmLgs7OifVDfGSqOoGViNXd3ion1upmRC6nxykstD4GvZyrbiuZ6E7X7etWIjZTmVi5PXTSsauwkF3/+I1BFDt3kYjNIE7iBNmUidURsfL6rlrFfr/+eurrVssdZCY26BJbZs6VH0TBieXbsnXr9PecDHYg1jAV0YkT7NrFStE4LS/k9bwR9z93McJwYt3ECVRPCHRKbJkdz1ZVWHbt0ltGeT3d1ol1m4n14/x0c9PiJk4gZl7lfambQXbqxIrbXqzBa+fEesmvi09t+FPNMOrEmsUJgszEOnViVee0WZyAi1febkWxcxeJ2AzixInNpjiBeBF3momVTzg7ERvX6gR+DOlrhnyx8lrr1IsTayZidQc72LYN6NYNGDMmdRo6Ivbf/wYGDgRuusl+eUXE/eFm24n73+xmKBOZ2KDjBGbi18rFlC+KOsIq7Eys3+enLm7iBPn5SVHnxIkVtx8/fq0yseK0xc+tW5f8u6AgOCdWvK74KWKdOLF/+xswcmTqa5mIE/jVsUs87s1ELDmxOYw4QhEQTseuKMYJ7LKOTlzEKGVivcQJ/L5IOrkRsOP224FrrjGf3v33A3//e/r37ESsbnWC118Hvv8+WfaHI8YJzJzCX35J/a2Lm0fJ1dXADTewEkTi/ucXClVtYTcE0bHLiYh1WifWrh623c3xzz+rXWx5+wWZiY1TnCA/P+nGym2p1Q2D/LRixw7rttXMiRVFbGGh9XL7JWJ5W5HpTOzYsayGuUhcOnapPgckRSyPQZETm8PIB454J6vrxHqNEzi5k1dhFidYv956em7iBJw4iFjVRdWLExvVTGxNDXDddemv8+n98gurB3neeeYuoFsnVqdjlzwv+W++jXUfowLAyy8D06Yl/9cVmzNnAjffzIbpFI9/vvx+ObFBdOwKsjqBVSYWMN83hgGMG8fKk6luosTpJhLZ6cS6iROIHZ2cOLFym7VmjXWcQCQqTmwYmVgZqxJbmTqOdJxY/h5H7NgFUJyAQPqBIzYoVk7szJnA/PnsbzMnVvdk8NOJ5Q3gJ5+wmoAjRph/z2nHLvGEd+IiZkLE6taJjZIT65eI3bLF2lEQL1iyk2PlxIqDHZhlYvn2F8Wq+Fmdjl1ORWxNDTB8OHDxxep5WsH3+datqfuff1/nyYvuMppNI4odu+ziBGbC6plngAceYH/PmsV+i2JFLoHlRcSqzmevbadMppxYKxFrdR7Ibdavv1p37BJxK2L9yMRmKk6gu6yZiBPYoStiVeey7MRSnCCHsbqgmDmxGzcCRx2VHJ1KN05gGMnRUszm6TUTyy8Ad9zBfv/733rf0xGxVsXWw+rY5SROYBjpTqydgxcXEauCT090Z8xErFl1AtVNgipOIF78RRHixInVLWdWXZ0uqpwKwZoatYj1K04g7ku76gRhDXbgR5xAHFqzWTP2m4sVt06sWZwgqk6sm0ysKGLlfenEif31V+9ObDbFCcx688tkIk5gh051AsBaxJITS6Q1IPLFVeXMbNrEXudD+unGCe6/nzlejz2W+rrfTqxhpBZC1kEnEyteADMVJ1i9GrjlFjY0IsdKxBoGcPnlwL332nfsMgz7O9g4VCcw2558euLQk7KI5dvSSYktVccus/Hfg4gT6NRTNIPPd9eu+DmxTuIEtbXJ+ZqJXysBqOvEiq+LxwWQLjLz8vx1YoMQsV6dWLubHq+ZWDsn1krEitsqW+ME8nlhdtxmosSWHbqZWB0RS05sDmPnxKpKbPHP8I4Luk7sZZex3xdcYD5Pr5lYw2D/l5dbf8cs62uVibUaijKo6gSDBgHXXw+ceWbyNSsR+8svTMBOmJC+TJWV6ettFymIQybWzom1ErH8+C8tZaP7HHBA8j0nHbvEdRHPBzFOYDbkqRsnVuc1FXy+uk5slDKxdnECM8dXx4mVl1G++JsJKysRK887aCc2Uw6aTJiZ2N9+0zcIxG0vtgl2JbbiVJ3ALhbDyUSJLTv8jBOQE5vDWF1QqqvVYk+++3dancBqtCuvcQKANYKiE6sSBxs3pv6vEycQG1u5MbVa7tpa904sH1Xsgw+Sr1nVieXTrqpKLi9fF3E/8QbVSsTOncvql3Ky0Ynlx05BASuRddBByfecDDtr5p6JzpY4b5U7GAUnNhPVCXQ6i6pwkokVP+NHxy4zYSV+TjwuVPOTRazZepsNdqB6shIFJ1ZuvxctAk48EfjyS/PPus3Eyjes27apnVhxH/DtYnYDYTfYgZdMrHhMZKJOrN1xzIlTJlYVE4pDnICGnc0Q8oEjHsBmcQL54DMr0i5OSzzIunZN/ZyfcQKAXXDEsbk3bADatEn9zO+/q6ehGyeQG1OrE7+mJnUZt21jr/F56CCuj5UTK+4LLtRLS9nr4ntNm7KIgpmIra0FDjwwfT38hG/P/Hw27aCcWKuOXXxb8kZRHEnIybCzTkVstscJrG5M5f/dVCewy8QCzpxYt5lY1bCm/FiSl7O2NvqZWD8GOzj6aGDlSnbjbXazn5/vjxO7fXvqMnMRW1yc3DbbtgENGpifIwUF1o+j/c7EBhknyEYRq7oJ5VEU6thFWF78zDp2yY2/lRDifP998m/eAUKchuo7usgXNLl24IYN6d8Rhx0EUgUVoBYvYuMqu3/i5w4+OPU9WcQCzjt3ieNC64pYvo7cleYnenFxMm5htu9UjWRQIpavW6adWFEEmIlYu2Fn+fGiIzzE18Xty7dDJuIETjt26e6TVauAd95h62vnvNq9b0YUnVhVnEC8OXUjYjOVif3Xv4APP0x/fetWFv2Sa4uaIbffK1eyv1Xmhk6cwEkmdts29VMucR+ohqcVyVTHLr+c2NWrzbeRXSyGY9WxK4hM7IsvAm+/bT4fr5nYKDqxJGIzhJ2IVTkzcgcVHRH79dep3xHx6sSq4gTiQS2KGI7sxPKTmjc0qkysVa6Vr2ubNun1IlUi1ukQo25ELBdQ9eqx3/yCWFKSFLZm+05HJHjFLxHrNhMrrg/f7+J21hl21i5OIG7HODqxus5cp07A4MFs0AenotWvTKw8nV27Ujt4Aea5ZLss4d//Dixfnj5PJ3ECOVYUphO7cCFw1lnAgAGprycSwKRJwJQpQN++etNyW2LLrGOXEyfWLE4gbhc7ERunElsffgi0bQvMnm09P46dE5uJTOy6dcDQoayakdgB2Y9MLHXsIjLmxOqKWL+cWHnQAxnZieWf183EmolYsXHmqESs05OOPzYBrOvEqsQxF6z8vdLSpBNrJgB1Os54JUoi1okTq4oTiPtT/FuOkajmHYaIlc9bsxG7dPcJX4cZM+zjA26dWCfVCfhn5M9VVanX1S5O8N//Ar17p89TFScwE7GG4X+dWLcdu6xGh+M5fF3MoiOquJQqTuCmxFajRuy37MTyzqvidlENTyuSlxefElv33qt+3WzQFTMRK3bOlvFbxIrtDP9bFSlyk4mljl2EYydWFrGio7PnnqmfFQ/UGTNSv2P2Ob8yseJBrYoTyMJWFrGqRkEnTmAmYmWBkgknliPHCdw6sUGLWC4uDINVCtAVZm7jBOL0VSLWbrAD0alVuWeyaDGLE4RRnSCoTCzPN1tNw20mVhaAsoukI2JF99JJnABgPeFlVJ8TM7Hy/M2cYJFMOLGiwBSnm0g4E1lyfET8u2HD1M/edx8wZgz722ucoGVL9nv7dnWFHfE1fpNrlSONS4kts34U/JpjdzPG4evkR5xg+XL1NZYj3tTxfaF6GkNOLOEKp06sqkcsb1iefZYNwSh+FmCPrr77Lvm6306sKk5g58Ty0XXE7wDWJbbkOrHyo0L+PVnE7trl3Yn1ImLlOEFpqX8i9vvv2ehoTli3DjjpJGDx4uTyAMl1ePBBoHt34M9/1puelRNbU5PawIrrK64jb2jNOnaZVSew6tglH+dmMQM/nFj58Zzdd+0ysVYjwVmRn+/ceXWTiVX9ryqxZSX4nZTYMkP1OTMnFtATsZnIxIql3+RldDIdq33doEHqe+PHp87fixPLRazsxAJs/4rHrZ0Tm2kR63R6hpGMv5mJWN7xVzdOwJfBa5xg1SoWJWrXzvwz4jKZiVjdTKzcsat+fXZ9E8+5qEAiNkN4dWLFO+FOnViWqkUL9j8/GV58MXUaQccJNm+2zsTu3AlMn57+GqAfJwDUY8+LRbw5hhGeE1tYmGzggsjE7rMPcNhhwIoVtqtQxw03sOwkRxaxt93Gfr/wgt70rJzY339Pbah5ZQggdX34fpczsbpxApXwsCo87tSJra1lTzPkDKCIjhsrOrGq45evGxcYfjixds6sm+oEgH29WbMLI18ep06sCpXgMuvYxZeJ41TE+unEmtUvdurEWu1LWcSKeB3sQBSxdgX+7TKxdpVR/MrEuo0TnHUWqybzxRfmYs3sfA06TsBLMPL5qESxjoh168SOHcuOiSee0F/mTEEiNkPoilje4MgltsQRUrjjJwsrHiU47DD22++OXfKFYsgQYM6c5P/yo46ZM1nj16ZNcpnl6gR2cQIgVTyp6h+KyI3J2rXAV1+p1kaNWSZWftwti9iysvQ6sUHECbirqoPcqU4WsU4beSsnVr6BuesudpO1enVqg8i3o06JLVWcQHz/oYeAY44B/vIX82VWiVjeEUnFG2+w0kXduvknYq3iBE5ErDhfHSeW/8/n4ZcTKx83++2X3iNanJ+VAOTnung8qFCJBCsRq1oOGbM4gcqJddt2molYp9OxOuZEESuLG7GdVJUzk/sscHScWDciNignVlUnVmf7vvwy8Pnn7G8+dPqddzqPE9g5sV5FrJyttnta4LeIjTIkYjOEbpxAPEnEg5LXIi0pSe/Zzw9o3hDzRw5BxQkGDkxfLiBdyPCBA447LrlebpxYMxErO7FAemMyciSw//5J11GF2DiLuVHRCbRzYoMUseKFycljZzkrx4VCECJWHtQCYCL6scdSBzqQlwVIdWLPPBP45z9Tl090YkWWLmVO/1NPmS+zSsQC5i4U7428YgXw7rvqzzgRsXZxAn4M6+xX8ZjTycTK83CTiQWsh8zmjBqVOi9x/lbtDl8n8XhQuWAqJzYvL3lcWO0THSdWVW2E46Vjl7ju4jo4dWKtBksxq5EMWMcJXn0VaNKEdaYzm58TJ9YuTiBXsJBRbY9Vq1hu3w5VnOD779XtEmf1auDUU4HTT09fTjsRqxuL8SsTK4pYWbDy+aicWNXn3HTsijIkYjOEUydWvmvlTqw4QpYsrPjn+WPtoJzYP/0JuPji9PdlEcsbkHbtkg2L00ws4E7EcgHHP3/ddamVG0TECwS/mIrL41TE8mUoLrYXsaqG26o0khMRy3sWc7w6sVZxArP1Ky1Ndx0Bcyd2zRpg9Gj2t+omwilmItbMuROHUTa78XEqYlVxAjdOrCyGdZ1YM/fIDKdxAhHVYCFW7Q5fJ/HYEp+GAOyYNxOx/LiwcmJ1OnaJF3c/M7HithNFs+zurltn7ooC1vWuxXUXn9gB1oMdcMQMLUfVscsqdywuo1snVv7etm3M5e/ZE/jpJ/Pv8WkDqXGC994D9trL/Dv8yaH8BLGmxjxO4NSJ5Z/zmokVRaxZNRAdJ7a62vxcISeWsMSpEyvHCbggtBKx8kXLqge0l0xsYSHQuHH6+2aFy0tK0h9p6Q52AKhFgJmI5S6oavlUjzyBVEHKl0fOcdqJ2Hr13IlYHSdW1bFNB/FYAdJFrNMbGSsn1mz9ysvVDaJZJlZEjBM4GXVNNQ1Az4nVyWjqiFjxM6qbMDeZWPGY27FDvzqBVydWR8TygVUKC9NHTLISsfyYsjr/q6vV2yeR8CZi5X0tVrsQ8SJixe/J6yW+17Ilc0XNblL5MaSKXajqt3Ks6sRyVIKN7xfe72L7dvs6s/z4dJuJlffTgw+yShXV1fadWlVOLMDiZGbw5d+5M71DaZTjBNXV6dtK7hzuV5xAdY2NGiRiM4QbJ1Y8UFVOrJwn5b+DcmLFA1t0rMymqSNi7YadBVIfCemKWNmFVC0fR/W4VxRsokA1qxNr5sS6qROraqA4TpxYedphOLH5+XpxApXTqupY5xRxG4jHlZno0alm4cSJBdQ3j7ITaxjmjiNH3MY6IlYVUdLBjYjljp2diJWXka9Tly7J1+QLstk28dOJBZJCLRNOrFmcwGxZefshR4SA1HWXH59bldjiqNw2fr0RhxGXBbK8/fhy+JGJralhuXrO/Pnm3+OfB9JFrBXi8ssjzDmNEwQtYletSv7txYmtqjKfr6o6ATmxRB2ZcGLtMnB+VScwE7Hy/FQi1mzYWas4wa+/pi+3XZygSZP098wEoCgO+HKI29ttnKCoyH8n1skFVN6OQXbs4usnPk4G2LbQiRPITqx4wTPLxOoQlhNrtm2tnNjTT2eddMTjXUQWsXYltfyKE+iUhuLHlkrEWglAvk7//GdqqTdx/1iJWL8ysQBw++1s+8tDxHrJxIrfk+enWi6zdeXnnurm3MqJVQ12IIs8+X/DSE6ndevk67JAls8hseOkarpOROyWLakdU+fNM/8enzbg7KmNuK3FdbFyjOW439/+xjK7ZvvNqjqB7vlYWcniJhwzJ1ZHxFq1bxQnICxRuVEcvzKxdo8P/RKxhYXqsi46TiyfhpM4wc8/py+3mYjl76viBGbrLApS/hmeT+PTCSoT61TE6tY4VX2WC0w3+76mxrxcmShiuSPH2bHDWccuzvbt4cQJ3DixNTXWj4pFrDKxL77Ipj1tmvq74jG0c6d+nIDPI8g4AT/mncQJamuTx9QeewBTpybfE7en2YXXixMrluPj03j3XTadL75I/2wQTqxqOmZiiD8FsXNiVXEC2UAQozxAulDZvj25bI0bJz8vi1g7J1Zug+3iBConkDN/vvV3vTqx4t81NfaudU0N8MwzrPRU9+7px6h8DfaSiRWvfwBwyy3AEUekvqYbJ+CxhKKi9P2TMx27qqurUVBQgG+djpmX4/CDQnaqAHMnVlWdIMyOXV7iBHLDohMn4EJn5crke3Yltjgqx8KNE+tExHIhFqSI1S0OD6Q3xGZDJupg1TvaSsSK9Y3NMrGiGBHn50ecwGnHLjci9pBDWHbQbIAHEXkoVjFOwFHlg4H0TKxdx65Mxgn4dnMiYnfsSK43f+LB2wlRFAQRJxCnyYUhP+dlQSKL2Opq4LPP9M5Fv51YlYgV948qTiBnYmURK7fNfBr5+axd4+UR5ePLrO4sXx65DXbixIpP7EpK2PovXWr+3UyJWLENXbQo+bq8b+VrsFmcYPVqoFcv4NFHzZdTvP4BwAMPpJdalN1ZftMjH2N8G7Zrl24C5YwTW1hYiHbt2qHGjQrKYexEbCacWL86dnnJxHJ0Smztvjv7bebEWp1gTpxYVSaWO7G8IXZSJ5avt1sRa5WJdeLEyhd21bbWxap3tOioqZxYuzhBbW26cBMHS/AjTiDfFPoZJ/jiC7Z9Pv00fb4yOh27zAS700ys245dbqoT6IpYcRn5MZVIJCsS8OPCTGCIJBLJedmJWPkGVtzPvK3QFbFr1gB9+wI33WQ+T47TTKybOIHT6gR2TiyfRsOGbDm5iLVbVtmJVYlY3Y5dfFplZcC++7K/rUptqerE2mE2vHltrfnxxNupmppkpzcg/XqgI2JraoALL2RRCata1zo3S7pO7PLl7HeHDunbKac6dl133XW49tpr8btcTZ0whZ8UbkWsGydW9diTwzuSOMEuTqCTieVYZWL59/bYg/02E7FWwiYMJ1ZeF79KbPnlxLod4hQw79QFsONMx4k1ixNUV1s7sWYdvwD1zZQIn4aqfI9qOzh1YuWbr7VrgXvuYUJHhU6JLR0Ru3NncCW2MuXE8vWpXz99EAyncQKrTOz//ge0b59aAlDsYMqPIf6aPD/5BogjP+ZVYSZiAfX+MLu5sooT2FUnkEWsqoSZiChiVZ/nuBGxVsegqhNmUREboRKwLrPlNRMrOthWTqx4HWjaNPm67JbKpRrN4gRmtahFdG4+dTOxnPbt06/Jce3Y5Wok3IceeghLly5FmzZt0L59e9STbtXm23UlzEGs7myqq+3jBH5nYvnnnThcflQn4DhxYtevZxeA0tJUEWuFX5lY3hDriFjVIyVRxBpGuuOYyUysUyd25042YEX//montl49th2WLUsea1aZWPEYEG/mqqvTt8vWrXpObPv2gFWyic9bdlaOPJJ1pHr++fTltcMqZ3vCCcDcuebfNeuEKe5zt06s2f9BDXZw6KHJ0keiiBXHrrca7UoUsRzuEvKbjETCe5wAYCJj7lzg2GPZ/3w/l5aml62S56cqLg/onYtmcQK3TqyXTCyfn+zEyjdufBq87XPrxKoysbpxAtH06dCB/W015LYoYu2OBY64/OJ2s6qlKjqxYpu1bFnq53Sc2O3bnbc3ZjgVsSonNq6ZWFcidsiQIT4vRvajGyfg7/vhxNqJ2OnTWaHnQYPSxYeKIOIEVpnYVq2SQmnlSubMehGxfjmxhqEWsXKxclHE1tay7SFfQDKZiXUqYi+5BPj731mv8REj0t/v3p0N2fjNN0BFBXtN5cSq4gTi/vPixNqJWD4N1UXphRfSRaxTJ1Z+7G0lYAFzJ1YWOCqcZmLljl1uqxNUV7MsHc/R8WUfNw44+2w2OIUYjxCdWNWxxsWpSsRyQdmnD3tk//HH3jt2ccQHh2LkRxaxdnECjs48dQc7kJdLRrc6gZyJFeMEHLkNktsyPg0umHVFbGUlu+nlrqSXOIHoxHIRq+vEyrVha2vV7Ye4/GLbvW2b+TDI4tM2cf/JD6V1RKy4nHl5apNDnIYVunECTvv2enGCrBWxEydO9Hs5sh43HbucilgndWIBNhwsoHakgPSTykt1ArOOXVbVCUpK2IVz4cLMiVi76gSGkd5gAKlxAk5xceoFYMsWPRHrVyZW/Oz48em5Xjv+/nf2+1//Ak4+Of19LmK//z55PPCi9xyz6gQiVVXqTKyYczNzYvkFzgwrEavCqYgVt7GOqyLfcPJtIgoJMxEbVCZ22zYmRk85hY3GJx+TM2awtmLMGHZMiMsuX+SKi1NFrOoiWlPDvssvtCoRC7CM8Y4d3jOxHFGoiDcROiJWtR58nnPmsPXp2TP9M7qDHZh9hsPjBKp2t6oq2VZbDXbA0XVizURsURGbp7ysH3yQHGpc/D7HrRPbvj37W9eJlaM8NTX2IlYU/9u2pQ8UwxHbUKt1keMEdm1ubS07H1T7V3dwFadOLD93i4tZOxZXEeu6xNbGjRvxxBNPYMKECXXZ2Pnz52OVWJWXqMNNxy6v1Qmqq1nZnh9+SP2cjFyXsrYWeO01diK+9lr6OhQVqe9U/crEcmFQXMxELJDMn+mI2IICdSOkEyeQnVhVnEBVaspMxOblJS8CqkfyVk5sZSVw0knAnXcm33PjxP7nPyyn6aVjlyoT27kzW+/KSmDBAvaa7NCbVScQMXNideIEfotYpx27zDqHmCE7sfx8F4WE2YXHaYktufOY2XQnT2bHyBlnsP/lY5Ln9j77LHXZVSJWdmLNRKy4PuIxo3IJxXZERHxUrnNeiG6ZuA52ItYsE1tVxZbvoINYD3PVMjjNxNo5seXl6raPT8sqTsCxc2LtMrH8f7sbaqdOrCqTKTqxuiKWmzMcncEuxO22bZt5e8E7c9kJctlI0umHYNbFyIsTa/Zd0Ynl+zOnOnZ9/fXX2GOPPXDHHXfg7rvvxsb/v+K//PLLmDBhgp/LlzVYHRQqJ1Y+SfjJ7yQT+9tvwNChwJ57JqepQjzQr7iCFbgeMoQtl5gcERsWlVskdxbzGicQ78J5SREdEVtUpO6M4IcT61TEAsmLht1FjsP307//Dbz+OvDOO8n33DixfDl0ROyaNcz5llEJ8IICYJ992N9iZvvFF1leEjCvTiBilonViRO0bWu+LkByGrrbzYsTKwsIFWbVCcT5mi2r3WAHbp1YfgPCkS/g33/Pfi9dmnpzrRKxRUX2IpYvl1WcgLN1a1L8yY6g6DLq3HyITqwoetxmYquqUm9cVP6NWSbWTBjbidgGDdTnAt9nOnEC+RrkNBNr1Z6JyDe0bkpsFRUljYzNm9PXT5w2wNb3hBPY0wPVdEWsnFj5HHz2WeD++5OVEuycWJ04gYwcR+P4nYktKGAjsXERy/dnXDt2uRKx48ePx6hRo7BkyRKUCC3Asccei48++si3hcsmnDqxZieJEydWRkfE3nNP6ugg4rLrHNhij2T+Pacdu0Txe9BB7G9+WOmKWFWOS6fEFr9Iy06s+BjJTMTK253/z/ep6u5ebDjkm40NG9I/78aJdSJiW7cGunZNfySnErGJBNCtW+pr9esDp54KXH89+9+sOoGIlzhB587m6wJk1onVKdZiJmLFY8pMxMqZWLuOXbrVCeR9beacV1WxJyJW5YxkEWtVfUNHxIpOrHxjKopY1c2HvPy//548p8R1kJ1JJ5lYcV/xp0Xr1yfX0WkmVt73Cxey17hYNnNi+Xx0nFj5+3KlDrtMLN9HdjeGslh2GyeoVw9o3pz9b+bGiiI2kQD69VNPV0TcH6KI3bkz/RgYNoz1ERCfHFqJS76NwhKxVVXq2BsAHHAAO+75/uHnVVw7drkSsXPnzsX555+f9nrbtm2xxqy2jE88/PDD6NChA0pKStCnTx98IQ+vElHcdOxSHbxig2LnxMroiFgV8+alimqrRwzio3COTibWLE7ARyaZOzf1EbMbEWvmxIoN/7JlrHQK76DjxImV58n3Jf9tJWLPPDPpuJqVhQKCdWL5aC5AMoLCUT0qz8tLOrEcLki4MDCrTiBSVWUfJ5AFzOefswuPqqOLiBMRW1vrXMSK+0PuoWw2D3G5nIhY8Warqir9+LAb7MDsPJebbL6tVOfQDz94d2KtRKwsKLdu1ROxqv0mC+Knn2Zi6KmnUo8tL06sON+ffgJuvZU9cm7cmMUwvDix99/Pbihvvtk+TsD3mU4mVv6+XBfVLhMrl0EzO6/l153ECUQnFkg+kTPr3CUek0DqTa/Zdc8sTgCkC0p+k213bHPE6zjgTcTqZGJVgnXLFvUyXngh+33OOeyJ2VFHJT8vzzNrRWxxcTE2K65qP/zwA5rzW6YAeP755zF+/HhMnDgR8+fPx3777YdBgwZhnWwdRhArESuGsu2cWHmkI/5ZwJsTe//9wBNPqN//4IOkwMnPNw+982kBqQ2E2xJbvLxKhw5sup984i1OYNaQiPUjV69OFWxWmVixoSwrS5+n7MSqxIkoZuT6mqrGyw8ndsWK1CE+eQM9e3byNVHwi51w5ONPzqTyY4Nvi/XrgcceY3+bNQ06cYImTVLfb9GCXWTNek6L0961S0/EitvW6hg3c2KXLLGfh9mIXaqbOBm51rDsPtrFCcwuhqKINYzk51Tn0JIlqfvFS5zArmMXYB0nSCSsnVhZEHNGjkxdBy+ZWHH///QTMGsW+3vLFuDNN62dWBXi9C69lP2+9Vb7OEF1dapjy1E5saoomHgTZZWJFd13s5sLjkrE2jmxO3cCl13GKucAybarY0f226x6p+jEAmy9+XrqxAlkAWmWbxfjb1brwj+XyUys/LkFC9TLOGwY+33OOaz6x6BB7P8XX0weZ1kvYk888UTcdNNNqP7/NU0kEvj5559x9dVX49RTT/V1AUXuvfdenHvuuTj77LPRtWtXPProoygrK8M///nPwObpF3ZBad7AmWViOaoyRTpOrGGYi7iVK1mDee656vfnzQM+/JD93bu3efkRgHX+mD49tZi4yrGxysTKHTm4Gztzpp6IlasC2BX5F0WsjMqJ5WJCFGVWTqwYJ6ipYcXXZaGqK2L9cGJnzWINGIdflObMSb4mCqbi4mSjLorJRMJcxHIB8ccfbH2bNQOuvTb1s/x4u+Ya+2FnZRHLt6m4zVXHZXU1i0jo9DcVRYaqHqc4TY64P3780X4eZk6siE6cQPW/mYjdbTf2e/VqdQUR8bV165IXU5WQf+GFpEtv1rFLrBPLpy0KJ6uOXU7jBKoSZWbTErFyYmWcOLGinyLmweVlNGuL+bqKufTevVPjBCoRWlWlHmBDVfxf1XaKNwGyiBXPPbGd4sep2Q2fUyd21y5gyhT2w2+y+Xl+0kns9z/+kb4vtm5NPgUR11U8DlWYZWKtMCuxZUam4gRirXnORRcl9+u++7L+Lu+9l368n3ACi7Jt3Jg0HLK+Y9c999yDrVu3okWLFtixYwf69euHLl26oLy8HLfeeqvfywgAqKqqwrx58zBw4MC61/Ly8jBw4EB8/vnnyu9UVlZi8+bNKT9hYeXEAsmTyGywA46ViLVyYlW9mTl2m2X9+qSI7d/f+rNHHw0cc0xyiEB+wrh1YoFkLvbrr/WdWPHkU42KxDEMZyLWMJIXX3HYwXr1zJ1YMU4waRLLJPHMqJmIFR0xkZ07WWP3978nLzYzZyYvelu3Jv82E7Ey+fnsjvzuu5Ovia5AcXHyDl28oKmcWC4q5W0xblzSTeE8/jgTKfvuaz/srCxi+TqJ81GVVQNYDvLFF9XviccEb/DNnHyOmROrg1kmVkTXiZX9ArM4QUUFW6fq6vSRhfgwlJwLLmDtQadOTDxxeP3fjz9OvuYkTiDGiY4/npV80+3Y5TYTayVOrZxYGavBDsT9//PPqbU/xTw4kCpizVxxPr3//Cf5WllZ8klCebm6HauuVt+oibV0OXZOrNwfQOw8Ke5fvqxmT0PkY4MPfgGw40u+lhhGeoyJn+enncZMg1WrWGdXkR49kttLJWLdxAnMUB3be+2VOj8gdVAEwJ2I/eknZi7pPOERndijjmLXpkWLkhG1khLgrrvYIC8yeXnJiMF777HfcXJiXdWJbdiwIWbMmIFPPvkEX3/9NbZu3YoDDjggRWD6zYYNG1BTU4OWUjX1li1bYtGiRcrvTJ48GZMmTQpsmZxgJ2L5uOt2cQJRnDlxYkVR4JT165NZJO6K2sFFr5mI5Se8XSYWSHZ4WrxYT8QWFqY21IWFbJoqJ3brVmt3kzuK4vy46JedWJ04wc03s78nTwZuuy2105PYCNbWqperspKNOjR7NvDdd8BVVyX3SXU1a4yefhqYNi09V2a2zXbuTL+giBfEggJzJ9bMIZUf5bZurZ4332Z2gx2IQzyK8xGP9UaN0svF2SHWkBRHcTI7TwFzJ1YHHSfWTBirstgiZh27CguZaFi0iDlW4o2HnON99VX2+5//ZIKppobddB1wACA37wUF6Rdns45d+fnJNm3OHPYzdCh7zy4Ty/eL10wsp7AwGCd2xYrUG2IxDy4vo1n2mh9Pv/2WfE38u7w8NRpTVsbEclUVc9oB1pufdzJTDc/t1InlTj6gFrFmN3wFBUxcXnstE2LitvjiC7Yccvsht9F8/xYXsxjI3XcDb73F6lZfdhnLyi5dmvy8uK7yI30ZL06saDL17cvOFwA45JDUz+vECfLz2fEoxwkGD1ZXilFRVZVsS5o1Y9+dNi35dM1uZE5+o8LbmDhVJ3AlYnfu3ImSkhIceuihOJTX0okgEyZMwPjx4+v+37x5Myr40EIZhjcw8sWYI44gw1Hl+Nw6sdu3m4tYs7vETp3YI1J+j1BQwE5YFYlE6onKy/LwC4TbwQ6ApIhdsSLZ+FuJWPlCWFrKLoaq9bRyYYGkGFaJ2GbN2Hrt2sUuxDpxAhmVEwuwfSU7bwDbNjy7+vbbrEg95+OPmYAFWIPPt7mdEwukbxuxk1dlpbkTywvOy8eWfGGzGxHOKhNrFScQserkZSZud+1KL3NVVmb9GC0sJ9au/JdZnCA/n1VxWLSICdGBA9mxU1CQFDsieXnAYYex388+y14zDNYhShy5raBALTpUbhU/RlS1LN1WJ7DLxJqJU/Eph44Ta2YoyJlY+YZAHK0OSBWuZscNf12cH6+oUFrKtrn4Xnl50vHl15hOnVL3q3ze5+WxqiLiSHdWmVhRxIrxBB0n9qST2JOWvfZKPW/Myuapboo4fDCJxYtZ3vP++9O/H3ScwOzYPvjg1M/JeVwrJ7Z5cxYFkZ1YXQELpFZ4yc9n22raNBblEpfbDH5u8eMgTk6sqzhBo0aNcPjhh+P666/HBx98gB06XXo90qxZM+Tn52OtNKbc2rVr0apVK+V3iouL0aBBg5SfTLFpE6vzeccd7IDgtRh79Ur9HBdoHPGkdSJixRqtfjmxPXqk/t+hQ2qDJTduIrKINYsT8NdVo1Jx8dWyJevQUFubfNykI2LPO489wh4+nP2vuhs2E7GJBIsvcFQitrycdbq49FJWd08nTiBjJWJVMQ+xGId8//jyy6klp+SKF3ajnLVvn8ypiiJ2xw61iOWNpjxKF5B+IyFGL1Soyv6Ibplq1CAZK+HJL/AyKpFh58SKItOtE2tV6UM1TdGZN3O+zERsXh7QpUvy9ffeYwJm3Tq1+GvYUP0I+qyzUnPzTgY7UJVJ48LBKhPrpU6sWceuXbuSwtBPJ1bGKk5g9j0urMR9yR06lVgU2xZ+jIttQHV1+nZPJJJPcvbbL7msAFtXeXQw8fL6xx/6Tiw/NlSjqqliDirE85A/tl+0yPyGzm2cQKcCgDh98cbGSiDqxAn4Ez2zTKwOYpxANXqcnYjlxxbfrlkvYt977z0cc8wxmDNnDk488UQ0btwYhx56KK677jrMEKsM+0hRURF69uyJ999/v+612tpavP/++zhYvg2KAGvXsjHnb7iBlWvauZM5RXvskfq5Qw9NFQbiRU11YqniBHJgPigR26ZN6v9vvcWWf+bM9JOEuxJ2Ipa7MNx1FC/WvAFLJJJin9+d8nXnowyJ8Hk+9hhbDu4oOHFijz02WdiaLwNHLOx/1VXAffex/+2cWJU4cSpixXWQHdCXX1YPW6grYsWRzkQRW1WVbGBlJxZQP12Q4xFenFhe+1FE1ShbVSAw69glbj/RibUSsTqOmhluO3aJ8zFznM0ysbKIBVjb1LJl6oh8dtMHgP33T/7tJBOr6mDEjyndElvye3aZWKt9KFZbMRO7HC8i1q0TK+5LflyrxLZYeYIf4506pX5X5cTWq8fKd/E2iztwYm6Vbz9xv1VWJs9r3Y5dfP6yE6s6h83iBEDy2vnbb+Y9+d3GCXRRdexSrYcTJ5bf4HsVseLy7L9/6n7XdWJlEZu1HbsOPfRQXHvttXj33XexceNGfPjhh+jSpQvuvPNOHHPMMX4vYx3jx4/H3//+d0ybNg0LFy7EX/7yF2zbtg1ni89UI8Luu7OcSVVV8rFHr17pB1NhYeoweW6dWPEkkTOhAGuknAw32q4dcOKJqb20ZRHbvTt7hN2vn/lJYidiuQvDnT6xoRdFIW/AeLSBr/vTT7PIg3gfI16UEonktrByYmU3wSpHJjqxInaZWHnAgP33Bx5+mP0t9uoGWONn1+FOLquyerW6IfQqYoFkr2tdJxZIXTY7J1YlYvmNDd+udmKjutr8gmrm3IjLqBsnEC9+Xp1YMxG7ahXL/d12Gzt3xeU3W5dPPwWEe/y0OIHId9+x3598kj4dKxHLnTs+XSciVj7+VA6jKk4gP1HguM3EAskObrpOrMoAqK62FrFuMrGqOAFHJcrFJ1liJpajErHiuWYmXsRpyzjt2KW6Npg5sXIbLa5zWVmyXqwYhRAR21AncQJd7DotckQRK49kKcPbxt9/Z8bLuHF6JblExDKdvK723nunL7cZ4nFQU5Ns1+LgxLrKxAKsJuzMmTPrfiorK3H88cejv133dQ8MGzYM69evxw033IA1a9Zg//33xzvvvJPW2SsKJBLAgAFMZL3wAnutd2/1XfGJJyazjH6IWF56Rvy+Eye2fv1kR65mzZLOo9UQn2ajMTkVseIFWhSF3InlbgNf9/x8FhkQT1KVYwNYO7EtW6b21LYSsaITK2LnxMqFur/6Kvm3rhMrUlmZvk9VoorPX9UrWUQUsVJqpw6VE/vnP7MR1cR4iYydAFV17OLrwp3e+vWtRUN1NVs+Ln5POYW501a4iRNkwol95BHWyerVV1mljzvvTH7eLL/3xx8s77p+PTtvxTiB3chmIlYitnv35N+GoT9il8p5U9UeVsUJzESsmIlVXfR1RKyX6gSA+hxt356d61ZOrF3HLlVbpTomRSeWi1jRbKistG7LZCdWFLHitah+/eR5JZfY0o0TiLjJxAIsUvDTT8msp2q6HCdxAhV5eeyJnNihUYwTiMe2FfL1WYbvr7VrWXUQQP2E0QrRieXrvffeyZtVs+szR8zEzp/PjoOGDc075EYJV05s27ZtcdBBB+Gdd97BQQcdhLfffhsbNmzAK6+8gnHjxvm9jClcdNFF+Omnn1BZWYk5c+agT58+gc7PC3JP/t6904VEIsGKDat6WzsRseKJymuzijgRsWJjKbpsshMrYufEmnXskkUsb0xLSlIbOfkiLDeAViJWx4mVY9Xy8npxYvlvsyETAbZfxXksWWL/eEk1Sot8zIjTtXNi7QayANQidvRoVsJKHCzBKfJ58ccfyYsmF7Hy9paprk4ts/XSS2ygDivM4gQqJ1YchYwj3zTYxe51nVgxj/3jj6kC2w7ucMpxAt0S3malygC2D264ARg1ij22VjmxqjqxKhHLRYS4rVVxAjPBrxqNSsRKnPInDTpOrFm5QyDZFog3sLz6g1+ZWI6uEyuaDWZxAo5Zhx5x2kDqkxTZiS0uVrf/bkSsVZwASOZidUSs1zhBgwbAG28wZ5TjNE7AP2slYrm7LBo4Tp1Y8akcXx7x2q2bid25E+CJ0P797cVvFHAlYps3b47t27djzZo1WLNmDdauXZuRzl1xY8CA5N977snqp6oalPJy9ugwkWAxBI5KxJqV2JKdWC8iVmzU/RKxTp1Ys6EOOVYi1uyzdk6s2fTk+fELl1MnVq7JKcIjIHw+Bx9sXy5KNUqLfMyIFz6dOIHVCFiiUwukVm449VRrp94O1VCY/HXuDNqNzlVVlV7FwCzqwHHixPJ1Fy9+8oVQHERCBb842TmxoktfWWleZkqFfLxzwfDii0x82mE3lO+kSawYfSKh37HLLAMJpG5rqziBavhUKxErTveGG4DrrgP+8hf2v19OLH8qI3bYFUWs+D2x/XVSnYBjlYn9449kuyS203ZxArMOPfLjfisRW1Cg3g9u4gRyPxD5POSxMrGslohZdYIZM1h5w1272I3R7bern2iIN1GqNsBpxy4+fysRW16e3q9Ajp7ZsW5d+tC7YluoGycA2EhzQHpJvajiSsQuWLAAa9aswTXXXIPKykpce+21aNasGQ455BBcd911fi9jbGnfnh0I7doB//0vO0HM7oqnTWOPScTG0E8n1qrElozYWIq1UK1Eil8iljsCTjKqQOr6+uHEBpGJtXNiAWd3vjpOrFMRa+XElperjz87dDoHmEUdGjdOzsds2Q44gP0+44x0EWs3CraTTCyfv8qJPewwdmHkQ4WaoePErl2bWiJp587ksqnaEBm5M4n4eauRyDh2IlbEyWAHZsttdXyITqxTESueSwcfDNxyS/KJDnf5vVQnAJJtgdgJlgtDORMr4ocTK2aSefynsDC1Xaqqsm7LdEsrif02ZBFbWKgWfHz7q6ojmJ3vct5b3r9WTwnkefH5P/EEG4TnhhtYBvzWW4EJE9Tf566oat6AvhMrDiogdpZTUViYHsUyq6Yiwzvxff99+vKIwthOxIrXTD52lGpghCjiSsQCrMzWiSeeiGuvvRYTJkzAaaedhrlz5+L222/3c/liz7vvsh7y/GAzuysuLmYj64gnuCxI5F7aTp1Y3Y5dYqMunghWTqzfmVjZdbMTsX5kYnXnZ+bEqi6yQLKBt8q4mjX4VuhkYp2IWLs4QYMGqfvRLmPLsYsBWC2bKErNpjNjBsu+/vWv6Rc5s7rMnN9/Tz5atqtOYOXEHnkkcPXV9o/7dTKxYnF7INWJLS1lsY3Ro83nwY8BMU7AMROoOp9R4aU6gfgdjtzmbd1q3lPaiYjt2pX9lgWrVxHLnVjxuONtSU2NeSc8uxG7dESsODKhPGw5x23HLnm/Xn01G2jg22/VItaJE2vVDsnbS15nuycRqh75Tz2VfG3r1mS5SxVipzgrJ9asY9fy5cDzz7M63Ry7OEFBgZ6IVR2nvKPlkiXJGxE3TmxeXur0y8qS0Y2o40rEvvzyy7jkkkvQvXt3tGzZEn/5y1+wdetW3HPPPZg/f77fyxhrEgn1cHQc1QnNX1PlG1Wf8zsTKx7M4jyDjhMYRvJE9FPEWjmx/CIkix2rTKxZxy4zUafjRFo9ejNDFSeQ8dOJbdAgdbvoOrE6ItZs24n7xSxO0KQJi+MUFaUfo4WFqaLswgvZaGmcAw9kN49r1qQKRdU+4+uhcmJl190MHSeWw598yCK2d2/mLpnB2w0xTsAxc2LFC54TEeulYxdHPEblmzCrOIHYscts2b7+Gpg1KylOVNl8nRsPOxFbUgI89xwwbBhw8cXp7+vipDpBcXF6iTF5/eycWLmGtZmILSwELr8c2Gef9Kyp0ziBVRtn58TaRYrEx/AqY2XXLusOqOJYSKp1suvY1aEDcPrpqdvPLk6gK2JVx2n79uycrqlJ1mZ348QCqdu2cWN9kyJsXMV2L7jgAhx++OE477zz0K9fP+wrFtQkLLG6K+bw+p+yiDVz+mQnVhbOAMvD8Z6KdogiVryoWDX2Tjp2iWPTc2FQU5P62NRpnMAqE8u3saoh4aJZ7pCjegTG4Y8idcQZEKyItbsxUWWozbATsa1bO3NieY/mwYOtP2e1bGJDLA6Xasb48SzTdcopydeaN08trH/NNcCUKakVGL78MnWkONV2VcUJ5NHlrKoaAM5EbM+erBqHWSZW7DEuIvdw13FZmzZNDgDgxYm1ysTqxAnkDpxbtybPM6sSWyoKClJrPfPX5P/9cGJLS5mAHTaMfZ634XYVRmScVCcoKkofbU4lYq2uOfJogjpF7lVlIv1yYuWhleV1thOxYmdYMxFrZcbYObFOOnbl5SXFrtM4gao/RFlZemffwkJ2Y/HZZ8kcvcqJ1YmplZUlnwI5aQPCxpWIXceLRhKOseopKr8mP3LScWL5CSUftLoCFkht1HU76zhxYtu0STakomjasiUYJ5Z/VtWQ6IpYIH1oXbue/Bw7YQO4y8Sq4gQy4jHkRsR26ZLsRNG2rbNM7Ny57ObJLicK6DmxN9zA3AY+ApuKhg2BefNSX2vWjD1uA5IXW5XTzi/kRUXWIlZVJ9apE2sVJ+B07Jicn5iJ5TRtai1incQJxO3s5ALGO+jw9XITJxDPj8MPBx5/nLUbI0Z4y8Sqtq3qiZAfIlacRiLBBMGWLc5FrNs4gZmIPfBA62sOnyY/ZtyI2Ew6sXZxArGzlqotra62XjdRxKraN7NjW0VBQdJosHNiRQcYUA/OYmYidevGRCw/Fvl6O3VixW2rk52PCq4LKNTU1ODVV1/Fwv8fQqlr16446aSTkO/ESspBdESsXIePYyViZdfFS2kMsbG88EJWp/LEE62/4yQTK94J5+UxwbptG7tguXVidTp2WTmxsqtq1qNWHrdchzDjBOJFwU0mtnPnpIht08ZZnGCvvVhOVQdRxDZunHQcZHH1zjt60xM56qhkZwWe81IdT6IgdevE6tSMBKyHneXwGo1ynIBzwgnAQw+lf89NnMCtiAXYscu3nVhiy27YWfH7nESCDW27Zg37f9s2c2HlJBNr9pquE2tWTYCLVLnN4SLWzziBvJzFxcltwo8Pvn6LFrERFS+8ML0nv3jeunFi5W1o1rErjDiB6FSq5rNrl3WbKZo2qgoBVsaRDBexfsUJVAK+poY5sSJ8eeROrnaI0896J3bp0qU49thjsWrVKuz5/1XoJ0+ejIqKCrz11lvo7KSydo6hqhMrww9CJ3ECOyfWCWJjWVoKPPmk/XfEE7m8PNkA8JNXbBRld7e8nF2sMu3EVlcnG203IlbXifVbxDZowC6eOnECUXA5dWLLy1MbM9mJ9TMzJS5b27ZqEeuWSZOAMWPY8cVHsVFlI0URq7rQWVUn0HHbgeQNJz8WrcQCF7E1NUnHVTy277iDXfyKiliMQl4mp3ECu8+YIYtYMTNpFycoKlIfR3xbG0ayLXGTiVUtq4iOE1tbay9i5Wnw/eS03qdfTuyeeyYHiLGKE+hmYkWiHCcYMSL5t1mcwKxTnTx91Q2IXccu1Wd1RKx8TdTNxNbUpA9IoIoT6JTsiqsT66pj1yWXXILOnTtj5cqVmD9/PubPn4+ff/4ZHTt2xCWXXOL3MmYVQcUJ/HRi7Rp1FWJDJV4QecbGTsQC7ETzIxOr68SKDaYsYlXbT3YwdMeVlj+ncifNGnxVSRle+zQIEStuu0aNUveDUyfWCeKFVTw+nLoJZlRUsB7qfD52cQLd6gRcvOmeM3InTKvzVHxiwS+o4v4oK2O9xuVexHw9VHECnY5ddmWMZMR1kDOxdh27zM4hcT35I2Iv1QnMXisosC7/BTAhalcGXeXEusGpiDVzYkWsrjl8+wUZJ5BLagXhxE6YwCJzxx+fulwydiJWvIGzErG6Tiyfp10mtl271GuQql1Xidhdu9K3kcrIMhvlT0TctnFyYl1dhmbNmoU777wTTYSWr2nTprj99tsxa9Ys3xYuG9Ht2AW4q07gtxOri3gii8vJRay4PFYi1g8n1mywA7kh4Q1mXp69aJbnqevCAukXnyFD2J22OA69KhM7fTrrhCTDRaxOJlY8hnTiBOJnGjdObTjbtMmcE8vxw4lVYRcn0K0TK45aZAWfntzT3UqEiSKWO9OqC5m8LrITK75vdnHy8ihRPCacZmLNtpt4TvI2wQ8Rq3JiEwnrNs8qTsCRv+9WxFZWsvm5rU6gEp9WnVT96tilalvE7S9+x6odksW7bomtZs2SZdTMlhOwFrEtWqTeEKr2udixy27YWTFWY+fElpYCc+awTLgZZnECeRupjnudWEtc4wSuRGxxcTG2KPzprVu3okjXnspRnDixTkSsWydWdRFxI2LF+Yl/c+fHyonl4iBoJ1YWsaJg1slt6YhYHbeprIw9AhKnoaoTW1amFi1c2OlkYkV0nFiRRo1Sj4+2bTPvxAYlYt04sXxf7NyZPJZ0nVg+PVmgWImFli2T28VKxMr7Qc7Eiu+bDYsrHnd2j2xldEWsWZzADJXzKKISsWY30xyVEwtYV16prrY/z/xyYgG2/zLlxPrVsUvlNJq5r05y//L+NXN9VcesmRNrti+POELvRh/Q79jF52knYgEWdbIq9GTmxKoGwZBxKmKzPk5w/PHH47zzzsOcOXNgGAYMw8Ds2bNxwQUX4ES7HkA5jpOOXZnIxPolYsUTp6AAeP11Vlrp5pvZa1b1Zv12YnUHOxDnZTU9jtgom3XqUm13sx62YqOhihOUlan3BR86VCdOIGLnnKpErNj7vUWL1P3oNO9nhZkT6+ZY1EHlTtk5sXxZamuTF3s3TqyuiBVvIvjjQB0Ra1WdoLBQfcHv3j35t1OHXUfEmnXsstpu8rbRKbGlujG0miZfJqvjTHzEbSa6zTKxbti5U0/E6tSJBTLjxNoNpKPrxMroClaVqWBWnYCvY+fOrIIKp18/++VxEidwkonlWB2HqhsjlYglJ1aDBx54AF26dMEhhxyCkpISlJSUoG/fvujSpQvuv/9+v5cxq9Dp2OWHE2vVCFlNE/BHxJ5wAhtqlwtW3ThBkNUJwnJizR6JiY2xSsSWlqauy4cfshFzeGMbtBPbunV63UXxeNEdAU4H8TwQG1Cd2rBukNfVMOydWPE17nw5dWLlOIGdWODTdSNiVXECQH2B2ndfFl/5+mvz5THDS5zAyomV39Pp2GUnYs2cWKv9J8ZHzPaXn07szp3OqxNYiVidTGwmRawTJ1Z1HuqKWLs4wejRqcMFH3MM+33GGez3oYemf19VJ9bMMBLjBHaZWI7VTZ1Zxy4dEes0ExsnJ9ZRcrK2thZ33XUXXn/9dVRVVWHIkCEYOXIkEokE9t57b3Tp0iWo5cwavDixOplYp3EC1ed0e1qLyCJWRnQzwsrEOnFi7S4GXpxY3hipnFjx+3KcoFkzVk6FC0vDSC/DZoXuo7LJk4F//hOYODG1t6+8fE5cYCfLVlDACndv3Khfp9gp8n6qrU11YlXblfek5xnJhg3VTqxYN1X8Lp+PWceu5s2TwyBz+HT5PleJIydxAoB14pLrUJaUsPHl3WDWsWvpUnbTBTjPxPJpWf2faSe2uNhcjPgpYnfs8K9OLBBenMDsO17iBIB62+o6sWKcgD8dmD6drTevy/zYY0D//qzvgozbjl2ZdGJVy9Oqlfl0VdPPWif21ltvxbXXXov69eujbdu2+O9//4tXX30VJ5xwAglYTYISsbLr4kXE+pmJ5YiNkdzgZ6o6gZ9OrNk2ciJiVU6sOA9ZxPLpiNMzG5t9xgzmMrz3nnr5rZb9mmuAH35gTix3J7iYFI9BP0WsnJ/r3t26k4NX5P0rjpBXVKTeVoaR3O9WTqyVWJOHqxTns/vu5t9zkom1ihMAbNCIvn3V83GD7MTy4+iVV4C332Z/u8nEyu2dTibWqxOr2g78HDMbyU38PseLiP3jD/04gU4mNhNxArFtXbAAWLnS/DtO4gRenFi76gR8HY8+GjjuuORnysuB885j8SkZJx273MQJnDqxquoE4vS++AI48kgW77MjJ0TsU089hb/97W+YPn06Xn31Vbzxxhv497//jVo/nytmOTrVCcxOcp1MrMqJff994Pff1dP0S8TaObGHHsrKAf373+nv+eHEihcX3UysKJh1MrFytlDFaaex37weKZDaMBUXJ6etcmLFGxc5E6sSsWalfw48EJg/nzVgquUHgNtuS/1ftd8uvpjtM54dC8qJFc8DL5U1dJHnUVOT6sSqzsva2nQRa+bEyqicWLm0k+gD8ONfJxMrH6tWgx0A7Bh99tnU17yIWFkUqc4dP5xYpyJWZ8Qufhz07Mne69kz/TviaGlmlzo/ndgNG/SqE+y9t3cn1o/BDgoKUrfLfvulF+/304n1K06gG7lTTdNJxy676gR+xwnE5endmxkZYmzCjJzo2PXzzz/j2GOPrft/4MCBSCQSWK2qzEsokS+OVk6sjFsntkMH89qPmRKxiQRw++3AmWemv6dyYp2KWLFsSiacWLMG8N57gUcfZTcOHLEhlut8ytMTH2PLmVhxyFS+TmZOrN3yA8Dll6f2Vjdzkc88M1lQW5xuUHECJxc5t6jiBPxCXlxs7sTKFQpUTqydiBUdHLE9EEUsvyjLotlNJla1PPI57qUDnXheORWxXpxYPzKxfJkefZRFOVQd3Nw4sV46dq1fb+3EzpwJXHYZcNVVyW0kPiKX0RnswEucwI+OXWbGjUrU+RkncIrbOIFV3EI3TiAeU/vsw67pkyfrZWJ1yAkndteuXSiRtnJhYSGqraoHEyl4cWLdltjiDf3777NRfuT8oUwQItYKfsJ8911yZBGncQLRwbRyrEW8ZGLNLr716gHnn586ioqZiFXFCeS6ruJ3+d/ixdvMidW5mMk9xp2Kxzg7sao4gTjqlJkTyy8kO3ak7is7J1aME5iVnRLjBLITy3GSiTWLEwDp57iXyojiBVrMxIqYDSjgpxObn586PSdxgkSCuU/iMp5yCvvN18/MiVWJaXk/OXH97ERsv37sZrm0NH2+OnVi/e7YVVzsvmPX//4HPPFE8gmWjJ0TW1TEBjJRZT7tqhO4cWKddOzyO04gHlM338wc+z320MvE6iAuY5ycWEeXC8MwMGrUKBQLW23nzp244IILUE84sl5++WX/ljDLcJKJlXFSYkucBv/egAHs5+qrk+9lKhNrxeDBzI1dsCD5mhcn1qwCRCacWBVunVh5OWRBW1np3olNJNj/Xm4+ssmJleMEdpnYnTtT95UTJ1YnTsCdJfkC5Ud1Anl5zeITuuiIWD+c2MLCZMc6IF3ElpXZH89mHbs4ixYl//7Tn4CXXkr+b9YulpSkbz9ZxJaUWI8UBSSHk16/Xq86AWAejxCxMk78GLGrqMh9x67992c/H36o/p6diP3qK6B9e7X4i0qcIIiOXWJu3y8n1uppZpRx5MSOHDkSLVq0QMOGDet+/vznP6NNmzYprxHmeBGxTpxY+RGfGZmqTmBFmzbArbemvubFiZUJok6skwZQ3J7ieqlcI3k9zEQs/65bEau62QlTxEYhEyt27NJxYvlTA9mJs8p+zpsHnH128nPiqEBWmViOX3ECUUB7ycMCqW1NIuFfJlbVYUVcFzci1syJ5Vx8MVuHBx/UjwioXleJWDu4myg6sXZ5SatOPRyrtpNP04sTqyNi5f0mY1emSkQUsQ0amO+XIOIE4rXEyYhdfpfYUj2hk+frFPHa4+dojEHjaHWnTp0a1HLkDE7qxMo4GXZWFGxORWym4wQAcM45wPjxyYbBqRNrJWLNnFgxfxuGEyu+bubEiveEci9wQB0nkMcq56hiJFGJE2TaiZXnIZfYOugg9neTJslOkfXqpYrYxYvZ3506pW5v1bbn++vHH9kPwPZBx46s6HrLlixWc/zxwJtvAldeyT6jI6TcxAkSCbaeO3b4K2IBcxHrtTqBmAUH0kWs7KDrdOySl3XIEDbAR1kZ8NZbqe85EbHySHM6bWrr1qwqiChiS0uTwlK1n9w4sao4AXcWMx0n4JhdM6zOJcDaMdStTuCEoJ1YcR+XlqYOaGMmYvnNndWTFx3kznhxIQOeByGSKSdWPGmsLlJREbH16gEHHMBKggDOnVirR3V2Tqyf1QlUiA2OqtqAOD1ZjLdrxzrENWigdmVVItbs+CEn1nweshPbtCnLnJWVsU4/M2cCw4YBTz/NPrNzJ8twA6yThYhu9jM/n81r4cLk8rz0ErB8ObDnnurv6VQn0IkTAOxY3LHD+6houiLWa3UCWQjLDnhhoX3e386JBZJtjyygzLZTRUX6ay1bpv6vc6PAc/RidYKSEhYxMJuGjgun07ELYMe/WyfWa8cuJ+2pTqlDeZ4cv0RsJkbs4sehqlOnvN/5Dak8PSecfjqL9AVZ2jAISMRmGC9OrJNMrHjSWN2ZRSETyznoIPci1o0T66Vjl9s4gfg91d+qxk7MMHPk0joiOiJW5cRGJRMbRscucbx6vr+4m3bZZewHSHViuYjt1s162oDaceTrKTvsXMCKy8JRdeyS25CqKnasi9lRFVa1UZ0gn1dm4tFLJjYvL/kjvqZypKyWw86JFZG3m5nrx4vki4giNj9fr73gInb9+uS8xXm6dWJ1OnYB3kTsfvsB33+v9x3VNg9CxAYZJ3A6YpcbJ7asjO0PLk7NnuLx7/HPuXVi8/NZx++44SgTS3hHftSbCSfWiqg4sUDq2NV2Fxs3Tuz27Sx7y4fWlGvS2j3S9sOJNcu4Om14rDKxTkSsF/Ho5/gm8mAHQSOvq+hoWwkrseQVH43KixNrh44TK9/AVVamnv92IjZTTqyX6gSqwUDy8lI/oyNidZxYjq4T26lT+muiiK2p0dvXqkysnYj16sSK28+LiH3gAeCii1jm2+47quNA7krTvj0wapR6WrIbb0YQ1QlEk0g3E2tXYstMlNerl7qMdiJWnm+ukGOrGw3y8qzzarqZWKtHG15EbKY7dnFOPBEYOpQ9QreaPuDOif38c/bz17+yRkUWsfn51o9g/Rax4jScBumt4gQ6+TJVnEBXPH76KXvsNHiw3ud1CDtOIG5Hnc4VohOrI2JVwlhne+tkYsXOYUC6iLWKEwCZy8R6cWJVN12yMyu7vV6dWPmcdOLEynU2dY5p7sT+/ntS1In736/qBKobgepqdty4zcQ2bsw6w+l8R7XN5TrmP/5ofh00e91uOQH/4gRAcjpe4wQishMrLqPVDQ2JWCKj2HUCMTsprOIEVtUJrJAP+N69WUcTp/ghYgsKgBdeUL9nlyXWcWJlMuXEmrlDXsqYhBknOOQQ9uMnYXfsErej1Xbg++zHH9koWnl5qY//AX0Rq7O9xYtTUZH6mJE7A4rRCLPlAaIhYnWdWJWIldtO2e1VnaOZcmJVy2YHH+bUMJgbCzh3YlXrbNd2FhWx9lPXiZW3mU6NYSciVs42y+iK2CDjBIC9iNWNE4jImVhxflaZWC9P9eIOxQlCwK7ciJs4gR9O7MMPs0yqmztUPzKxVtg5sW3bmn/XzOWURweza2jdilgRcbr9+7PhYUeOdD4dryLWj45dfhIVJ9auZiq/yDz+OPu9777p4iaoOEHz5uplO+QQoGvX5HFcWZmaV45KnMCpEyvnXQHrttNNnCCoTCyQul11XfcmTdjfvHybH5lYwFr8i7Vi3cYJ7LCLE4jOtd30vIpYv5xY/vTPa3UCEdmJFfeVXccueb65Qo6tbjSwy/Q4LbH10UfJO1kxeK6DeMC7FWZA8GLITsQ+9BD7fdFF6d81EyVidQJ5mqp1cFsnVkTe3nPmuJsOb7TcVifwo2OXn2TaibUSsVbIQmby5PTPOO3YZYW4PM2aqT9TVMTyuR9+CBx5ZHSdWC+ZWL9ELK9ja9cph39WxEzEmpUmatIE4COym82HP8rnn2nWLFnSDUgflEJGt0aoGJWSt5tYK9aNiNU5jp04sXYidr/97OenmmdNjXcRq3JirbY5YJ+JFZFLbInHYFkZOx6qqtJLUIrfyzUnlkRsCPjtxC5eDNx5Z+p33TixXkRM0GLI7pFY27bAK6/ofZejysRygnJi/do2Xkts+VEn1k/CHnaWb0e7C2h5efLvc89V54LbtmVlskT8cmLNEMtNOc3EZsKJ3bXLn0ysVadYHRHLX3cjYs22k9k0mjZNiliriJgohmShzP9PJPQyvl6cWDciVne0Nz9F7OmnA+vWJWs5myFui7Iy5m5XV3uLEwTtxMruvVwO7amnWB1juSMcObFERrGrTuC0xJbqtWwTsXweVh3izLBzYoPOxIrobhu7hpy/r7rDj2OcIGwnlscy7FzJ4cOBJUuYeDUb733aNCZwO3YE/vEP9ppbJ1a8qFmJWCDVUdOJE/DPZ8KJ3b7d/0ysSsTqHM+FhckcsdeOXb17m3+fRwOslqWoKNkOqcqQ8XmaiUVdJ9Zqu3mJE+hECeTv8CGVReRMrBWJBBtZzQ65/8GWLeHECZxkYmVHVe6MO3So3vdyCcrEhoBdnMCpE6t6TeekycvzL04QdCYWsM9VmaH6rGEkhQuPE2Q6E6tiyBD2e/x4689ZXTziGCeISibW7qLcrh3wz3+yi4nZzVGnTsD77wPHHZd8zQ8n1ixOwDFzYjOdiVXtv+3b9Tu8cexKbMnbX3Zizc5R3bbKzolduJANgmGGOGqXTmddlYi1i3zoOrHidOX18hIncCNixacZHFHE+lV/Wpwnb+P9jBM4GbFLN04gd9CyM7w45MQSGcXvOIHquzoiNj8/fk4sx6sTW12d3Ea6mdhMOLHPPAPMng0ceqj156wcrDjGCcRGPozqBLqZWLfzCDpOIH7WqYj1c50B9Xpt26YWL5nOxMrT9dKxa6+9zL8L6Dux4mfMnFizGw0/ndiqqqS76CROoIOdEyu+puqs6gY5TgB4r05glve2+qxV5RwZ2XnVLb2o6gSZK5ATGwJ+d+xSvWYlYvlnunfPDRGr+qzYUPILRRQysaWlwBFH2E/fygHRuZBFLU4gHq9hOLH8eNB1lnQQz23VdHUuUG5ErNixSx5cRSSTHbvM4gRe68SK6JbP8suJteOss9jvTp30nFjZVABS4wQq5HbCrN2IUpxAdTMjbmser/CKmYj14sSqziW748yJiBVxImIpTkBkFLcjdulkYnWc2HnzgD//mY3TngsiVtUQ8IYyLy+5XYPMxI4dyy6CV1zh7HtmuKkTGOU4ge4wyX6RCSdWRDVdeZACFaJwchIn0MmOczGhcsacILc1ZiLWaXUCNyW2REHt1YnVrU5gxuGHA/Pns/bWrRNrd6PhpDoBJ4pxAhHulHpFFSfwOmKXPF3V/xy+L6wG4rEiL8+diCUnlggcuzhB0E7s/vsDTz/NhvbL1Uzsxo3st1jGJEgn9qGHgE2bzGtKOsWriOWf0Xn8mgnCdmJ1M7FOEAWVaro6ItaNEys+MrUSaWPGsA5o55xjvxxWnHwy+82HIc6UE8vPWz7C39ChesdRppxYAOjRg9VAdZuJderExrVjVxDIHbuA1IFB3LYzuiLWTZxA/r6uiNW9MctGSMSGQJAdu/h3H3yQ/X3zzdbLkqtO7B9/sN/ieNR2TqzXOrF+CiSrYQfjmImNioj104kV10m171Xl0WSciFhxHlwgW50ne+zBBm1wM0KfyO23A088wepVA8FWJ1A9xZo/n9XIHTYsdZubnaNeMrF8G3frZv49FW6dWC74xHbK7PtW89FxYqdMYYPdAPojdrnJxNo5sX6hihOI55xb00Y+LqLgxEbliVoY5NjqRgO3HbuclNjq3ZtdOOyEUy6IWNVnuYgVHxHarYMfmVi/sBqxheIE9sjz0C2x5QQ/nFhxOe3iBOKy84u1k/PELWVlwOjRyf9V+++224DPP09/3Ut1Av5306Zs9DsgWCe2tJSJvLvuAm66yfx7KnSdWHl5Bgxg0a9TT9Wbrhcndt685GvZ4MSK8+TtvB8i1mmcwK0TW1DgTsSSE0sEjtuOXXIDZSeAdRoYv+IEURaxVk6sKGIzUSfWL9zECeSer/JnoyJiMyG8Mh0nUO0THRErdnIRSzapEJedr08YFzRxngcdBKxdy0rH+eHE2hkAOseR20xsSQkbLepf/2KdtZzgxYl9+ulk6T3VMur0TNcZ7EAkjEys3+2PnRObqTgBH6IaAK65xrq2sMhhh5ETqwOJ2BBw27FLPqCd5GnN8MuJjVsmVhUnyER1Ar8IwomNSpwgE2QiTiCKWNUxqCNixeW02z+JRPK4zKQTKyM/bm7Rgv0ddHUCIPU4MhMAXpxYt7jNxOqck6rtZDV/ebupjvkwnFh5KFWvqESseM65vU7ZVcWwen3ixGRkw4wffmA3Sn/6E4lYHXJsdaOB245d8utOBLAZuRAnUDUEfHzyuDqxVpnYOJbY8qvAuS5mcYKgnFjV8aqTiR08mF3M7IbY5BQXs8eXYYpYM5HjtxOrOq91bobcZmK9DArhVsTq7D951C8VOnECkSDrxJo5sfvsA3z2md70nM6Ti1jescvJo3qr6ar+56j2hc48d9+d/eh+Xp5XrsUJSMSGgNuOXToi1osTm61xglxwYp1WJ+B/R0XEhu3E8t78mXRidUoJFRQAzz6rP09+HEQlTiAel6ptEKQTa4ZbJ1YcVcopOnGC/Hy9yJiMKjssE4c4wb//zYaT9asMoao6geo9pzjt2GX1XTvcOLFh3LiGCYnYEHDixBYVJXs3RtmJjXKcwE0mNuodu2Sx5bbEFonYVPx0YsXsW6YuLPy40KlOEBR+ObFO68QCwYnY4uLoxgl0MrFhxwlEzOIEHToAb7zhfHpmqOIEHL8MG9X/Vq9nQsTmGjmm2aOBeGDaObFiAxPlTGwuOLFeS2z5idcSW7q1cTNFpkWs2br66cR26AB8/z2wZk3mxCQXWps2sd9hi1irR/elpayGqhm6JbZE/IwTiPMSh5B1g64T6zZOYDefsJ1YMTqTqRJbquoEHD9FrG5HbKvPmkEi1h4SsSHgpMSWeLIF7cRma5wgiOoEfjp2bvAqYilOoH7d7/26995Ay5bu83dO4QMOfPst+x3VOMEbbwCffGJdbsmuxJbbTKzujbs4Ly9RAsDeic3LYz9uRKzXjl2qY97qPHCTiRWH+Q5qVDyZoJxY+Tphdm7bGSE6kIi1h0RsCDiJE1g5ZeTE6pGNmVivcYJcF7GZcGJFMuWIdu/Ofi9YkNn5iujECbp1Aw44wHo6mcjERsWJ5e/Ln/MrTmAl/kWByQnSic3UDZ24LeTKB35d66z2z4YN7ufBcdOxK9cgERsCTjp2FRQAw4cDffsCvXqZT8fqNStyNRNrV53Armdp3EUsXxe7dc4UUXFiMyViO3cGPv3U//lwEfu//6nnmwl0RKzO+ROUiNU95sXzPWgnVlXyDvDPibXabr/9Zj1NGXEeuiJWJZSDJqg4gd0TO86KFe7nwSEn1p4c1u/hYZfrkk+Sf/1LPR2KE+ih68SazYujM6RlpvBaYkvlxOZSJjZTcQKOfAx+9BHQpo3/8+EilnfsCmOfmokcpzdMQYlY1aAfdp/LlBMbVCbWqu10KmK9xgkyRSY6dlkdP23bup8Hh5xYe3J41cPDSSbWSR1Ds9esyIU4gaoh4BUfzHocq7a7WBIpyiLWbceuXHJiw44TBCUu99qL7Ud+rEbJiRXPw6iIWN1MrFcR69aJ1TlOnDqxcnuoasuCjBNkiqBKbOlen6++mq13w4bApEnu5kVOrD0kYkPAaZxAZzqq7+qQqyKWI96h2w0TKhbkj5qIjXsmNtODHZita1D7VT5eg9rWxcXAnnsC332nnm8mMBM5osDUWX+7EltuO3a5cWK9xgnsnFi+HG7qxIrbSadOrDzNO+8Eli9nbunixdbTEZdVnrcVYccJgurYZXUcN2wI3HcfM0xefplVK3EKiVh7YpGJXbFiBUaPHo2OHTuitLQUnTt3xsSJE1HF7bSY4aRjl1MR68WJ9XJiRzkTa/VZJ05slEWsH9UJKE6QOREb5LYWH2NGqTqBUxGrqk7gR4ktXSfWzzhB2JlYcbqyMOrcGZg/Hzj3XPU0raYVFyc2jDgBp6gI+Oor4LXXnM/rscfYSHF33mn9uSOOcD7tbCEWTuyiRYtQW1uLxx57DF26dMG3336Lc889F9u2bcPdd98d9uI5xkmdWCsHgJxYPdw4sap1EEVs2KOiuHFiVced00e8QRGVOEHcnVgg9dgI24kV19Pu/JKJUiY2yh27nFYnMJumWO4s2zKxYcQJRNxWZOjdG9iyxX55e/QAvvzSnxxu3IiFiD3mmGNwzDHH1P3fqVMnLF68GI888kgsRawTJ7ZZM73pWL1mhVhE3MsFL8oiVteJtYsT6AwTmincOLEqF8upsAiKqDixQW2DTDqxURKx4t/isRZmdQIRK3GRiY5dDRuy33wAADdtnNc6sRxRxFrN201bf8oprINyz556n/cDcR2Ki9n//PjIRHUCv9DdxpnctlEiFiJWxaZNm9DEpmWprKxEZWVl3f+bN28OerG0cNKxy6mIdevEenWgoixirS5UZiJWNf1M5zatcCNiRUjEql/PhjiB02PBb3RErNPH5Hw6fmdircjEYAc9egB33ZWsmSsel7ptnNc6sRyrgSdE3DiRDz8MHHYYcPLJep/3A/F4Kypi24YnEDMZJ7AiUzVzs5lYZGJlli5digcffBDnn3++5ecmT56Mhg0b1v1UVFRkaAmtsWtQxPebNtWbjtVrVpgV2XZKpjOxThoPq21iVmJLtV+iLGJ1LmQiftwA+Um2xwnk4ylX4gTi3073sWpf6DwWt0NXOGTCic3PB664AhgwIPm/+J4OXuvEcnr00JufG8OiQQPgvPOA5s31Pu8HsvPv1zXKj9ra99zDfj/9tPvlIBihithrrrkGiUTC8mfRokUp31m1ahWOOeYYDB06FOeKSXQFEyZMwKZNm+p+Vq5cGeTqaBNFJ9brRTXbnFgVURax5MQ6I+w4QZDiMmwRa+Ym2p1fMqI449+1azvvvZcJJauOMLoiVjzfg3JirRx6P51Yq45dnHbtgLlzgSVLrOcXlc6gdsi1s4Ooie52/cePBzZvZgMZEd4INU5w+eWXY9SoUZaf6dSpU93fq1evxhFHHIFDDjkEjz/+uO30i4uLUZypgZod4KRjV6YysdkcJ9B1YuMkYuX95VTE8uPOLgecKbLdic1kjq6kJHPzUuGXEyuKM10Ru8cewNq1+llXKzZtSv7dqJHed8zQcUiB4DKxug62PCqkCt1he8OmTRvguutYG19crK524Qa/RDzPQRPeCFXENm/eHM01ny+sWrUKRxxxBHr27ImpU6ciL+zu4R4IsmMXObHpZKMTm0iwhplHvnWqE4jw7ScKizDzWfLY5kETZiY2aMc7bCc2iDgBPzftSmzJn3HzPqdbNxbnatHC3/bR6nU3AtFpnViv57nbdjgMbrkl+XcQcYIoi/hcIRYdu1atWoX+/fujffv2uPvuu7F+/fq691q1ahXikrkjyDhBFDKxQQmBoJ1YO6IkYoFUEevWiY0K994L/PgjcPHFmZlfmHGCoC98YYtYs3V1GicQj1GVE+v2GNb9XkkJ8Msv/rRnYTuxfgrPqAyQ4pQoxQkI/4jFIThjxgwsXboUS5cuxW677ZbynuG0ZYwAfnXsUq2605OqQwd2J7/nns6+J5MJp4mc2FREseJHJjZMKiqAefMyN79sjhOEXZ1AxIuIFdGNE+jgRPyK0Qwv6DqxQWVi/dhuqu+HfXw5wS8Rm8mnKoQ9EX8YwBg1ahQMw1D+xBG7R2Lialk5saoBy5w2UK1aAStWAG+95ex7MpnoIBR2JjZKdWKB1IbYbZwgpqeQZ8J0YrM9TiAizt9L7jksEesXbpxYP6sT6HTsckNcRWymBzsggoPuI0LAzonduDH5t1WvWJWIdXNStW7t/DsyURaxZo12w4bqziNmRM2JNRv+0W3HrlzC7PjJNic2bBEbdyfWL9xkYqPqxIrEScRRnCA7iYUTm23YNSh//JH820oQ+uHEBkHURKzZZ6+/3tkFLWoiVtzOcjkZO6JwnISJmaDKto5dYV9kgxSxQWdi/STIEluqQSGs5uPn+sfpcbpf1QniGqfIVnL8UhYOTkSsFVESsXFzYgcMAC69NPW1uDmxZiKW4gT2mK13UMeueAxmssRW2DcrupVW7Ii7E6vzmF/+32l1grw8820SVEWB3Xf3b1pBQ3GC7CRG91HZg12d2N9/15uOX3ECP8hEvVG/nNg772TFpp0uZ5RFLMUJnGHWYYfiBP4iLsu55wKzZwPHHut8OnEXsbpOrJs4AT9mrY5dv53Y+fOB9evjK2K9lI+Pa3WGbIWc2BCwa4jPO4/9PuII6+mccEJ6Zjasi5ZY5zOoZfDLiS0tVV9U4ubEesnEhi1uwqZVK+DWW4Ejj0x9nUSsP1x0EdC7N2ujOCUlwL//7W6UIid1Yu2IixPrNBNrJaj8zsT26AEcfbT36WQScfsIYyg5huIE0YLuI0LA7q74hBOARYtY+SsrGjYE1qwB/vUvYPRo9lpYJ9VeewFXXskKgweFX06s2XfjVp3AixOb63ECALj2WuCAA4D330++lonqBEGLqChkYh980N/p+enEhoGbTKzT6gRWx26cBigICnH77LWX++lQnCBakIgNAZ2GWLdua1FRqnsUZgNlNV65H/jlxGajiHXasJKIZcjbKhNObCZFbNwFS7NmwIYNwIknsv/92I777ed9uZwSJSc2agOdZAqx/fYiYsmJjRYkYkPAbzdBp3dqNhC0E2tHlOMEbkWsl9qd2YBVJjGo+QQtLLNJxP7wA7B8OXPMAX+241/+AmzdChx1lPfl0yUTmVhyYq1Zvjz5t5cnhuTERgsSsSFg17HLKW4avjgSthMbNRFr5sTqCLFcdWNkstGJFTutxf0i27hxau7fDxFbWMiiJJkkE9UJyIm1Zu3a5N9etgF17IoWWSx5ogs5se4IOxMbNdfSrGQMxQn0yUYRm01OrEwuZWL9dGLjut2iCMUJogUdziHg9wUtKpnYoAnbiY0aXuIEuV5ii0NxgngRV0cx7ExsUMPOxpHDD/f2fXFbWo2oSWSGLGvi4oHfFzSnLlxc8UvEum3Ezz+f/eadTMLGS8eu8nL2++CD/V2muCFf3IM6f8ISsdnWHvhRYisM3GRidfcdH0SiaVPzz5ATC8yYwSr/PPOMt+mI269/f2/TIrxDiY4Q8LshzhUn1u128ytOMGUKawSj0nC5iRNMmQK88UZSkI8Zw7arV3cirojbKqgoAZBZ8eWlkHvUiasYMzsn5RtqNzfq3buz+rvdu5t/Jq7bzU8GDmQ/Xvntt+Tfcp1pIvOQiA2BIOME2ea8iLgVAn7FCUpKgOOO059v0LiJE4wbx344BQVJQZuLZKqTRliZ2KiVhfNKXMWY7rHlRsQmEsCZZ+pPN9fjBF6ZOTP5d/PmoS0G8f/EqBnIHoKME8SpYXdK2E5s1PASJyAY4rEQpBMbloitrg52XpkmriJW95wM6jyO63aLInwUugEDwl0OgkFObAiQE+uOoJ3YuOGlxBbByNR2y2ScQBy9LZtFbJwcRd1jKyhDgpxY/7j7buCgg4A//SnsJSEAErGhQJlYd5ATm4qXElsEI4xMbNAiQpw+xQmigRsn1s/1i+t2iyJNm+Z2BCtq0OEcAlSdwB3kxKbipcQWwchUnEAkk05YNjuxcTqP3WRig4oTkBNLZBMxagayB6oT6w5yYlMRL4yJRHL7kIjVJ4wYRibP0aqqzM0rE2RbiS2rzwUVJ4jTdiMIO+hwDoEgR+zK5gYq7OoEUUMWXfxCRSJWn0zFCUQy6YRlc5wgTo5i2JnYuDrYBGEHHc4h4LebQHECa3Sd2GuuYb+HDnW2XGEh72t+HGTzMeA3YYjYTIoIihNEgyhVJ4iT+CcIO2LUDGQPFCdwR9BO7JgxwKJF3kd0yRS8d2znzuw3ObHOEY+FbIwTkIiNBkHWiQ1zugQRNlSdIASCjBPE7ZG4E9z28NZ1YhMJYM89nS9XWPTvD3z7LdC+PfufX6ioxJY+FCeIF3EVsWFnYsmJJbIVutyFgN8Niihaamu9Ty+quN1W2VqdAAD22Sf5Nzmxzsn2jl3Z7MTGSYy5ycTSYAcEYQ8dziEQpBNLItb+u9naiFMm1jlhxAmoxJZ74irGdJc1E4/947TdCMIOOpxDIMjBDkjE2n83WxtxLsIoTqBPGCMZkYh1T1zPY919HpSIzeRgGwSRSehyFwJ+PxITG75sFrFeyMtLbps4XfyccMEFwCefpEYMCGvC6PBCcQL3xNWJ1SWom6q4in+CsINEbAj43RCLDVQ2i1hyYq254YawlyB+iMdCpmIY5MS6J9tFbCb6N5ATS2QTWdgMRJ8gOyeQiFWT7Rc/wh3ZHifI5uoE2SjGgrqRyoWbeCI3ocM5BIJsUEjE2n+XGnGCk61xgv792e9Ro4KfVybh2y4bBSyQejz6WS6RMrFEtkJxghAI0hWsX9/f6UUJcmIJv8lWEfvaa8AHHwCDBwc/r0zCt122nsOZELHZuu2I3IREbAgE8Ujs4YeBr74CjjzSn+lFEXJiCb8J4+YmE05YgwbAkCHBzyfTZLuIFTOxJGIJwh4SsSEQxCOxCy/0b1pRhUQs4TdhiFg6/tzDz+NsfSQuHhtBjb6YrduOyE2oOQ2BbG+Ig4LiBESQZJMTm61kuxMrHhvkxBKEPXQ4h0C2N8RB4ZcTSyKCUEFObPSJc9v58ccs9qULdewiCHti2BTEnzg3xGFCTiwRJOTERp84t52HHuos9kVOLEHYQ4dzCGR7mZigaN7c/XepESfsIBEbfeIsYp1CTixB2EMdu0IglxpiPxkyhA2t2qeP8++SE0vYQXGC6EMGgDtoexHZConYEKCOXe7IywMeecTdd8mJJezIxhG7so1cMgCCqk5AENlEDjQF0SOXGuKoQE4sYQfFCaJPLrWdfo6+SMccka3kQFMQPXKpIY4K5MQSdlCcIPrw85i2oTNIxBLZCjUFIUC5rsxDTixhB4nY6JNLbWdQHbsIIpug5jQEyE3IPOTEEnZQnCD65NJTLBKxBGFPDjQF0SOX3ISoQE4sYQc5sdGHRCxBECI50BREj1xqiKMCObGEHeTERp9cajvJiSUIe3KgKYgeudQQRwVyYgk7yImNPrnUdpKIJQh7cqApiB5UJzbzkBNL2BH0+dixI/s9bFiw88lmcimKRSKWIOyhwQ5CIJfchKhATixhR9DHxVdfAUuXAvvvH+x8splc6hRLIpYg7CERGwK55CZEBXJiCTvy84Odfnk50KNHsPPIdnLJAKCOXQRhT+yagsrKSuy///5IJBJYsGBB2IvjilxqiKMCiVjCDrqpjD7UdrqDjm0iW4ldU3DVVVehTZs2YS+GJ6ghzjyiq0HbnVDRvn3YS0DYkUtPsShOQBD2xOpy/vbbb+Pdd9/F3XffHfaieII6doULiVhC5K23gL/8BbjkkrCXhLAjlwyA2tqwl4Agok9sMrFr167Fueeei1dffRVlZWVa36msrERlZWXd/5s3bw5q8RyRSw1xVCAnljDj2GPZDxF9sqntzKSJUVqauXkRRCaJRVNgGAZGjRqFCy64AL169dL+3uTJk9GwYcO6n4qKigCXUp9saojjAolYgog/2dR22olYP+MEp5wC9OsHXHedf9MkiCgQalNwzTXXIJFIWP4sWrQIDz74ILZs2YIJEyY4mv6ECROwadOmup+VK1cGtCbOyKVcVxTJhgsgQeQi2VRiK5MitqgImDkTuOUW/6ZJEFEg1DjB5ZdfjlGjRll+plOnTvjggw/w+eefo7i4OOW9Xr16Yfjw4Zg2bZryu8XFxWnfiQLZ1BDHBXJiCSL+ZJMBkEkRSxDZSqgitnnz5mjevLnt5x544AHcItxCrl69GoMGDcLzzz+PPn36BLmIgZBNDXEcoe1OEPGkpCT1d5yxa4datszMchBEnIlFx6527dql/F+/fn0AQOfOnbHbbruFsUieyKZcV1wgJ5Yg4s+hhwLjxgGDB4e9JN4xE7FvvAE88ADw8MOZXR6CiCOxELHZBonYcKHtThDxpKgImDIl7KXwBzMRe/zx7IcgCHtiKWI7dOgAI8aBIaoTm3nIiSUIIkpQ+08Q3qHLeQiQExsudPEgCIIgiPhDMioEqGNX5omxcU8QRBZC7T9BeIdEbAiQE0sQBJHbkIglCO+QjAoBqhObeciJJQgiSpCIJQjvkIwKgf+vEIZ69cJdDoIgCCIcSMQShHdiWZ0g7hx+OHDrrcCRR4a9JLkDObEEQUQJErEE4R1yYkOgoAC49loghoONEQRBEB4YOZL9vv76cJeDILIBcmKJnICcWIIgosA//gFceSXQtWvYS0IQ8YdELEEQBEFkiPx8YJ99wl4KgsgOKE5A5ATkxBIEQRBEdkEiliAIgiAIgogdJGKJnICcWIIgCILILkjEEgRBEARBELGDRCyRE5ATSxAEQRDZBYlYgiAIgiAIInaQiCUIgiAIgiBiB4lYIiegOAFBEARBZBckYgmCIAiCIIjYQSKWyAnIiSUIgiCI7IJELEEQBEEQBBE7SMQSOQE5sQRBEASRXZCIJQiCIAiCIGIHiVgiJyAnliAIgiCyCxKxBEEQBEEQROwgEUvkBOTEEgRBEER2QSKWIAiCIAiCiB0kYomcgJxYgiAIgsguSMQSBEEQBEEQsYNELJETkBNLEARBENkFiViCIAiCIAgidpCIJXICcmIJgiAIIrsgEUsQBEEQBEHEDhKxRE5ATixBEARBZBckYgmCIAiCIIjYQSKWyAnIiSUIgiCI7IJELEEQBEEQBBE7SMQSOQE5sQRBEASRXZCIJXICErEEQRAEkV2QiCUIgiAIgiBiB4lYIicgJ5YgCIIgsgsSsQRBEARBEETsIBFLEARBEARBxA4SsQRBEARBEETsIBFL5ASUiSUIgiCI7IJELEEQBEEQBBE7SMQSOQE5sQRBEASRXZCIJQiCIAiCIGIHiVgiJyAnliAIgiCyCxKxBEEQBEEQROwgEUvkBOTEEgRBEER2ESsR+9Zbb6FPnz4oLS1F48aNMWTIkLAXiSAIgiAIggiBgrAXQJeXXnoJ5557Lm677TYMGDAAu3btwrfffhv2YhExgZxYgiAIgsguYiFid+3ahXHjxuGuu+7C6NGj617v2rWr5fcqKytRWVlZ9//mzZsDW0Yi2tx0E3DNNcCYMWEvCUEQBEEQfhCLOMH8+fOxatUq5OXloUePHmjdujUGDx5s68ROnjwZDRs2rPupqKjI0BITUeOqq4DvvwceeyzsJSEIgiAIwg9iIWJ//PFHAMCNN96Iv/71r3jzzTfRuHFj9O/fH7///rvp9yZMmIBNmzbV/axcuTJTi0xEjEQC2HtvIC8WRzxBEARBEHaEekm/5pprkEgkLH8WLVqE2tpaAMB1112HU089FT179sTUqVORSCTwn//8x3T6xcXFaNCgQcoPQRAEQRAEEX9CzcRefvnlGDVqlOVnOnXqhF9//RVAaga2uLgYnTp1ws8//xzkIhIEQRAEQRARJFQR27x5czRv3tz2cz179kRxcTEWL16MQw89FABQXV2NFStWoH379kEvJkEQBEEQBBExYlGdoEGDBrjgggswceJEVFRUoH379rjrrrsAAEOHDg156QiCIAiCIIhMEwsRCwB33XUXCgoKcNZZZ2HHjh3o06cPPvjgAzRu3DjsRSMIgiAIgiAyTMIwcqcM/ObNm9GwYUNs2rSJOnkRBEEQBEFEEF29RgWHCIIgCIIgiNhBIpYgCIIgCIKIHSRiCYIgCIIgiNhBIpYgCIIgCIKIHSRiCYIgCIIgiNhBIpYgCIIgCIKIHSRiCYIgCIIgiNhBIpYgCIIgCIKIHbEZscsP+LgOmzdvDnlJCIIgCIIgCBVcp9mNx5VTInbLli0AgIqKipCXhCAIgiAIgrBiy5YtaNiwoen7OTXsbG1tLVavXo3y8nIkEolA57V582ZUVFRg5cqVNMRtTKF9GH9oH2YHtB/jD+3D+JPJfWgYBrZs2YI2bdogL888+ZpTTmxeXh522223jM6zQYMGdMLGHNqH8Yf2YXZA+zH+0D6MP5nah1YOLIc6dhEEQRAEQRCxg0QsQRAEQRAEETtIxAZEcXExJk6ciOLi4rAXhXAJ7cP4Q/swO6D9GH9oH8afKO7DnOrYRRAEQRAEQWQH5MQSBEEQBEEQsYNELEEQBEEQBBE7SMQSBEEQBEEQsYNELEEQBEEQBBE7SMQGwMMPP4wOHTqgpKQEffr0wRdffBH2IhEWfPTRRzjhhBPQpk0bJBIJvPrqqynvG4aBG264Aa1bt0ZpaSkGDhyIJUuWhLOwhJLJkyejd+/eKC8vR4sWLTBkyBAsXrw45TM7d+7E2LFj0bRpU9SvXx+nnnoq1q5dG9ISEzKPPPIIunfvXldI/eCDD8bbb79d9z7tv/hx++23I5FI4NJLL617jfZj9LnxxhuRSCRSfvbaa6+696O0D0nE+szzzz+P8ePHY+LEiZg/fz72228/DBo0COvWrQt70QgTtm3bhv322w8PP/yw8v0777wTDzzwAB599FHMmTMH9erVw6BBg7Bz584MLylhxqxZszB27FjMnj0bM2bMQHV1NY4++mhs27at7jOXXXYZ3njjDfznP//BrFmzsHr1apxyyikhLjUhsttuu+H222/HvHnz8OWXX2LAgAE46aST8N133wGg/Rc35s6di8ceewzdu3dPeZ32YzzYZ5998Ouvv9b9fPLJJ3XvRWofGoSvHHjggcbYsWPr/q+pqTHatGljTJ48OcSlInQBYLzyyit1/9fW1hqtWrUy7rrrrrrXNm7caBQXFxvPPvtsCEtI6LBu3ToDgDFr1izDMNg+KywsNP7zn//UfWbhwoUGAOPzzz8PazEJGxo3bmw88cQTtP9ixpYtW4zdd9/dmDFjhtGvXz9j3LhxhmHQeRgXJk6caOy3337K96K2D8mJ9ZGqqirMmzcPAwcOrHstLy8PAwcOxOeffx7ikhFuWb58OdasWZOyTxs2bIg+ffrQPo0wmzZtAgA0adIEADBv3jxUV1en7Me99toL7dq1o/0YQWpqavDcc89h27ZtOPjgg2n/xYyxY8fiuOOOS9lfAJ2HcWLJkiVo06YNOnXqhOHDh+Pnn38GEL19WJDxOWYxGzZsQE1NDVq2bJnyesuWLbFo0aKQlorwwpo1awBAuU/5e0S0qK2txaWXXoq+ffuiW7duANh+LCoqQqNGjVI+S/sxWnzzzTc4+OCDsXPnTtSvXx+vvPIKunbtigULFtD+iwnPPfcc5s+fj7lz56a9R+dhPOjTpw+efPJJ7Lnnnvj1118xadIkHHbYYfj2228jtw9JxBIEkVWMHTsW3377bUqGi4gHe+65JxYsWIBNmzbhxRdfxMiRIzFr1qywF4vQZOXKlRg3bhxmzJiBkpKSsBeHcMngwYPr/u7evTv69OmD9u3b44UXXkBpaWmIS5YOxQl8pFmzZsjPz0/rpbd27Vq0atUqpKUivMD3G+3TeHDRRRfhzTffxIcffojddtut7vVWrVqhqqoKGzduTPk87cdoUVRUhC5duqBnz56YPHky9ttvP9x///20/2LCvHnzsG7dOhxwwAEoKChAQUEBZs2ahQceeAAFBQVo2bIl7ccY0qhRI+yxxx5YunRp5M5FErE+UlRUhJ49e+L999+ve622thbvv/8+Dj744BCXjHBLx44d0apVq5R9unnzZsyZM4f2aYQwDAMXXXQRXnnlFXzwwQfo2LFjyvs9e/ZEYWFhyn5cvHgxfv75Z9qPEaa2thaVlZW0/2LCkUceiW+++QYLFiyo++nVqxeGDx9e9zftx/ixdetWLFu2DK1bt47cuUhxAp8ZP348Ro4ciV69euHAAw/ElClTsG3bNpx99tlhLxphwtatW7F06dK6/5cvX44FCxagSZMmaNeuHS699FLccsst2H333dGxY0dcf/31aNOmDYYMGRLeQhMpjB07Fs888wxee+01lJeX12WzGjZsiNLSUjRs2BCjR4/G+PHj0aRJEzRo0AAXX3wxDj74YBx00EEhLz0BABMmTMDgwYPRrl07bNmyBc888wxmzpyJ6dOn0/6LCeXl5XU5dE69evXQtGnTutdpP0afK664AieccALat2+P1atXY+LEicjPz8cZZ5wRvXMx4/UQcoAHH3zQaNeunVFUVGQceOCBxuzZs8NeJMKCDz/80ACQ9jNy5EjDMFiZreuvv95o2bKlUVxcbBx55JHG4sWLw11oIgXV/gNgTJ06te4zO3bsMC688EKjcePGRllZmXHyyScbv/76a3gLTaRwzjnnGO3btzeKioqM5s2bG0ceeaTx7rvv1r1P+y+eiCW2DIP2YxwYNmyY0bp1a6OoqMho27atMWzYMGPp0qV170dpHyYMwzAyL50JgiAIgiAIwj2UiSUIgiAIgiBiB4lYgiAIgiAIInaQiCUIgiAIgiBiB4lYgiAIgiAIInaQiCUIgiAIgiBiB4lYgiAIgiAIInaQiCUIgiAIgiBiB4lYgiAIgiAIInaQiCUIgiBsqaqqQpcuXfDZZ5/5Ot133nkH+++/P2pra32dLkEQ2Q+JWIIgco5Ro0YhkUik/SxdujTsRYssjz76KDp27IhDDjmk7rVEIoFXX3017bOjRo3CkCFDtKZ7zDHHoLCwEP/+9799WlKCIHIFErEEQeQkxxxzDH799deUn44dO6Z9rqqqKoSlixaGYeChhx7C6NGjA5n+qFGj8MADDwQybYIgshcSsQRB5CTFxcVo1apVyk9+fj769++Piy66CJdeeimaNWuGQYMGAQC+/fZbDB48GPXr10fLli1x1llnYcOGDXXT27ZtG0aMGIH69eujdevWuOeee9C/f39ceumldZ9ROZeNGjXCk08+Wff/ypUrcfrpp6NRo0Zo0qQJTjrpJKxYsaLufe5y3n333WjdujWaNm2KsWPHorq6uu4zlZWVuPrqq1FRUYHi4mJ06dIF//jHP2AYBrp06YK77747ZRkWLFhg6UTPmzcPy5Ytw3HHHedwKwMrVqxQut79+/ev+8wJJ5yAL7/8EsuWLXM8fYIgchcSsQRBEBLTpk1DUVERPv30Uzz66KPYuHEjBgwYgB49euDLL7/EO++8g7Vr1+L000+v+86VV16JWbNm4bXXXsO7776LmTNnYv78+Y7mW11djUGDBqG8vBwff/wxPv30U9SvXx/HHHNMiiP84YcfYtmyZfjwww8xbdo0PPnkkylCeMSIEXj22WfxwAMPYOHChXjsscdQv359JBIJnHPOOZg6dWrKfKdOnYrDDz8cXbp0US7Xxx9/jD322APl5eWO1gcAKioqUtzu//3vf2jatCkOP/zwus+0a9cOLVu2xMcff+x4+gRB5DAGQRBEjjFy5EgjPz/fqFevXt3PaaedZhiGYfTr18/o0aNHyudvvvlm4+ijj055beXKlQYAY/HixcaWLVuMoqIi44UXXqh7/7fffjNKS0uNcePG1b0GwHjllVdSptOwYUNj6tSphmEYxtNPP23sueeeRm1tbd37lZWVRmlpqTF9+vS6ZW/fvr2xa9euus8MHTrUGDZsmGEYhrF48WIDgDFjxgzluq9atcrIz8835syZYxiGYVRVVRnNmjUznnzySdPtNW7cOGPAgAFprwMwSkpKUrZjvXr1jIKCAuOkk05K+/yOHTuMPn36GMcff7xRU1OT8l6PHj2MG2+80XQZCIIgZArCldAEQRDhcMQRR+CRRx6p+79evXp1f/fs2TPls1999RU+/PBD1K9fP206y5Ytw44dO1BVVYU+ffrUvd6kSRPsueeejpbpq6++wtKlS9Mcz507d6Y8at9nn32Qn59f93/r1q3xzTffAGDRgPz8fPTr1085jzZt2uC4447DP//5Txx44IF44403UFlZiaFDh5ou144dO1BSUqJ877777sPAgQNTXrv66qtRU1OT9tlzzjkHW7ZswYwZM5CXl/ogsLS0FNu3bzddBoIgCBkSsQRB5CT16tUzfXwuCloA2Lp1K0444QTccccdaZ9t3bq1dlWDRCIBwzBSXhOzrFu3bkXPnj2VPfWbN29e93dhYWHadHmJqtLSUtvlGDNmDM466yzcd999mDp1KoYNG4aysjLTzzdr1qxOJMu0atUqbTuWl5dj48aNKa/dcsstmD59Or744gtlLOH3339PWUeCIAg7SMQSBEHYcMABB+Cll15Chw4dUFCQ3mx27twZhYWFmDNnDtq1awcA+OOPP/DDDz+kOKLNmzfHr7/+Wvf/kiVLUtzHAw44AM8//zxatGiBBg0auFrWfffdF7W1tZg1a1aaQ8o59thjUa9ePTzyyCN455138NFHH1lOs0ePHnjkkUdgGAYSiYTjZXrppZdw00034e2330bnzp3T3udOc48ePRxPmyCI3IU6dhEEQdgwduxY/P777zjjjDMwd+5cLFu2DNOnT8fZZ5+Nmpoa1K9fH6NHj8aVV16JDz74AN9++y1GjRqV9sh8wIABeOihh/C///0PX375JS644IIUV3X48OFo1qwZTjrpJHz88cdYvnw5Zs6ciUsuuQS//PKL1rJ26NABI0eOxDnnnINXX321bhovvPBC3Wfy8/MxatQoTJgwAbvvvjsOPvhgy2keccQR2Lp1K7777jsHW43x7bffYsSIEbj66quxzz77YM2aNVizZg1+//33us/Mnj0bxcXFtstBEAQhQiKWIAjChjZt2uDTTz9FTU0Njj76aOy777649NJL0ahRozqhetddd+Gwww7DCSecgIEDB+LQQw9Ny9bec889qKiowGGHHYYzzzwTV1xxRcpj/LKyMnz00Udo164dTjnlFOy9994YPXo0du7c6ciZfeSRR3DaaafhwgsvxF577YVzzz0X27ZtS/nM6NGjUVVVhbPPPtt2ek2bNsXJJ5/sakCCL7/8Etu3b8ctt9yC1q1b1/2ccsopdZ959tlnMXz4cMtIA0EQhEzCkANaBEEQhC/0798f+++/P6ZMmRL2oqTx8ccf48gjj8TKlSvRsmVL289//fXXOOqoo7Bs2TJlBze3bNiwAXvuuSe+/PJL5WATBEEQZpATSxAEkUNUVlbil19+wY033oihQ4dqCVgA6N69O+644w4sX77c1+VZsWIF/va3v5GAJQjCMdSxiyAIIod49tlnMXr0aOy///546qmnHH131KhRvi9Pr1690KtXL9+nSxBE9kNxAoIgCIIgCCJ2UJyAIAiCIAiCiB0kYgmCIAiCIIjYQSKWIAiCIAiCiB0kYgmCIAiCIIjYQSKWIAiCIAiCiB0kYgmCIAiCIIjYQSKWIAiCIAiCiB0kYgmCIAiCIIjY8X8QmissW4ij6AAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 5))\n", + "plt.plot(cs.freq, cospectrum, label=\"Cospectrum\", color=\"b\")\n", + "plt.xlabel(\"Frequency (Hz)\")\n", + "plt.ylabel(\"Power\")\n", + "plt.title(\"Cospectrum\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Now calculating it manually for verification\n", + "#starting from crosspsectrum\n", + "from scipy.fft import fft,fftfreq\n", + "\n", + "fourier1 = fft(lc1.counts)\n", + "fourier2 = fft(lc2.counts)\n", + "\n", + "# Compute frequencies\n", + "freqs = fftfreq(len(time), d=lc1.dt)\n", + "\n", + "# Compute cross-spectrum\n", + "cross_spec = fourier1 * np.conj(fourier2)\n", + "cospec = np.real(cross_spec) # Extract Cospectrum (Real part)\n", + "\n", + "# Apply Leahy normalization\n", + "N1 = np.sum(lc1.counts) \n", + "N2 = np.sum(lc2.counts) \n", + "\n", + "\n", + "norm_factor = (2 / (N1 * N2))\n", + "cospec *= norm_factor\n", + "\n", + "\n", + "positive_freqs = freqs > 0\n", + "plt.figure(figsize=(8, 5))\n", + "plt.plot(freqs[positive_freqs], cospec[positive_freqs], color='b', label=\"Cospectrum\")\n", + "\n", + "\n", + "plt.xlabel(\"Frequency (Hz)\")\n", + "plt.ylabel(\"Power\")\n", + "plt.title(\"Cospectrum Manually\")\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()\n", + "\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}